Typologies of Regions in South Sulawesi

1 Introduction

The objective here is to present a typology of climate vulnerability, identifying factors and indicators that determine a village’s susceptibility to climate change.

1.1 Pipeline

A flowchart includes steps in performing PCA.

1.2 Loading the data

Reading the Data: We have an Excel file with lots of information. Each row in the file gives us details about a village, and the columns tell us about different factors that might make the village more or less vulnerable to climate change. There’s also a special sheet in the Excel file that explains what all these factors mean, their unique IDs, and how they’re measured.

1.2.1 The main dataset raw_df

Code

library(readxl)
library(dplyr)
library(corrplot)
library(caret)
library(gtExtras)
library(naniar)
library(knitr)
library(kableExtra)

df_raw <-
  read_xlsx("data/analisa_tipologi_sulsel.xlsx",
            sheet = "fin_copas") |> 
  janitor::clean_names() |> dplyr::select(-c(idkec_2, idkec_3)) |> 
  mutate(across(-c(idkec_dum, sumber, nmprov, nmkab, nmkec), as.numeric))

Code

# Select a subset of columns for clarity
df_selected <- df_raw|>
  dplyr::select(1,7,8,10,11, 12) |> head()

# Create the table using gt
df_selected|>
  gt()|>
  tab_header(
    title = "A sample of the Data"
  )|>
  cols_label(
    idkec_dum = "ID",
    nmkab = "District",
    nmkec = "Sub-district",
    distance_to_plantation = "Dist. to Plantation (m)",
    distance_to_road = "Dist. to Road (m)",
    distance_to_commodity_processing_factory = "Dist. to Comm.Proc Factory (m)"
  )|>
  fmt_number(
    columns = c(distance_to_plantation, distance_to_road, distance_to_commodity_processing_factory),
    decimals = 2
  )

A sample of the Data
ID	District	Sub-district	Dist. to Plantation (m)	Dist. to Road (m)	Dist. to Comm.Proc Factory (m)
7301010a	KEPULAUAN SELAYAR	PASIMARANNU	221,140.99	3,151.66	295,618.47
7301011a	KEPULAUAN SELAYAR	PASILAMBENA	268,465.24	1,996.38	355,496.81
7301020a	KEPULAUAN SELAYAR	PASIMASSUNGGU	184,133.49	1,649.59	251,716.26
7301021a	KEPULAUAN SELAYAR	TAKABONERATE	163,497.97	4,252.98	242,261.12
7301022a	KEPULAUAN SELAYAR	PASIMASSUNGGU TIMUR	188,167.82	861.54	258,492.26
7301030a	KEPULAUAN SELAYAR	BONTOSIKUYU	99,706.86	744.58	173,876.77

Now we have a big table called df_raw. This table contains information like the name of the province, district, sub-district, and village. It also includes data about the village’s area, population density, and lots of other numerical factors.

Code

# Remove unnecessary columns from the original dataframe 'df_raw'
# The 'dplyr::select()' function is used to exclude these columns
df_gt <- df_raw |> 
  dplyr::select(-c(idkec_dum, kdprov, sumber, nmprov, nmkab, nmkec, periode, kdkab, kdkec, prec_change))

df_col_unstandardise <- df_raw |> dplyr::select(prec_change)

# Add a small constant (0.001) to every value in 'df_gt'
# This is often done to allow for log transformations of data that includes zeros
df_gt_plus <- df_gt + 0.001



# Log-transform and scale the data
# 1. 'as_tibble()' converts the dataframe to a tibble for easier manipulation
# 2. 'mutate_all(.funs = log10)' applies the base-10 logarithm to all columns
# 3. 'scale()' standardizes each column so that it has mean=0 and sd=1
scaled_df <-
  df_gt_plus |> as_tibble() |> mutate_all(.funs = log10) |> bind_cols(df_col_unstandardise) |>  scale(center = TRUE, scale = TRUE)

# Add back the columns that were removed earlier to create a complete, scaled dataframe
# 'bind_cols()' binds the selected columns from 'df_raw' and the scaled columns from 'scaled_df'
scaled_df_complete <- df_raw |> 
  dplyr::select(c(idkec_dum, kdprov, sumber, nmprov, nmkab, nmkec, periode, kdkab, kdkec)) |>  
  bind_cols(scaled_df)

# Remove the column 'korban_jiwa_kebakaran_hutan_dan_lahan_2018_2019' from the complete, scaled dataframe
scaled_df_complete_temp <- scaled_df_complete |> 
  dplyr::select(-korban_jiwa_kebakaran_hutan_dan_lahan_2018_2019)

2 Preparing the data

Before diving into the PCA, let’s ensure that the data meets the necessary requirements.

2.1 Check for missing values

Code

# Check for missing values
missing_data <- sapply(scaled_df_complete_temp, function(x) sum(is.na(x)))

# print missing data\
scaled_df_complete_temp|> filter_all(any_vars(is.na(.))) |>   dplyr::select("ID Kecamatan" = 1, "Nama Kabupaten" = 5, "Nama Kecamatan " = 6) |> kable(caption = "Kecamatan dengan data tidak lengkap")

Kecamatan dengan data tidak lengkap

ID Kecamatan	Nama Kabupaten	Nama Kecamatan
7313000a	WAJO	WAJO
7325000a	LUWU TIMUR	LUWU TIMUR

Code

#remove missing data
scaled_df_complete_temp <- scaled_df_complete_temp[complete.cases(scaled_df_complete_temp), ]

2.2 Exclude identifiers

Code

df_pre_pca <- scaled_df_complete_temp |> 
  select(-c(idkec_dum, sumber, kdprov, nmprov, nmkab, nmkec, periode, kdkab, kdkec))

glimpse(df_pre_pca) |> kbl(caption = "Input data for a PCA Analysis") |>   kable_paper()|>
  scroll_box(width = "1000px", height = "500px")

Rows: 310
Columns: 49
$ distance_to_plantation                                                      <dbl> …
$ distance_to_road                                                            <dbl> …
$ distance_to_commodity_processing_factory                                    <dbl> …
$ distance_to_plantation_concession                                           <dbl> …
$ distance_to_forest                                                          <dbl> …
$ distance_to_river                                                           <dbl> …
$ distance_to_burned_area                                                     <dbl> …
$ percentage_of_agricultural_area_small_holder_in_the_village                 <dbl> …
$ percentage_of_plantation_area_per_sub_district                              <dbl> …
$ percentage_of_forested_area_in_the_sub_district                             <dbl> …
$ percentage_of_shrubland_in_the_sub_district                                 <dbl> …
$ percentage_of_water_area_compared_to_sub_district_area                      <dbl> …
$ distance_to_deforestation                                                   <dbl> …
$ percentage_deforestation_area_size                                          <dbl> …
$ arable_land_percent                                                         <dbl> …
$ erosion_risk_t_ha_1_yr_1                                                    <dbl> …
$ indeks_bahaya_banjir                                                        <dbl> …
$ indeks_bahaya_longsor                                                       <dbl> …
$ buffer_to_500m_irigated_land                                                <dbl> …
$ aridity_index                                                               <dbl> …
$ total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik                      <dbl> …
$ rasio_elektrifikasi                                                         <dbl> …
$ rasio_sekolah_tinggi_sma_sederajat                                          <dbl> …
$ rasio_pt                                                                    <dbl> …
$ rasio_rs                                                                    <dbl> …
$ rasio_faskes_1                                                              <dbl> …
$ rasio_pasar                                                                 <dbl> …
$ rasio_minimarket_swalayan                                                   <dbl> …
$ banyak_kejadian_tanah_longsor_2018_2019                                     <dbl> …
$ korban_jiwa_tanah_longsor_2018_2019                                         <dbl> …
$ banyak_kejadian_banjir_2018_2019                                            <dbl> …
$ korban_jiwa_banjir_2018_2019                                                <dbl> …
$ banyak_kejadian_banjir_bandang_2018_2019                                    <dbl> …
$ korban_jiwa_banjir_bandang_2018_2019                                        <dbl> …
$ banyak_kejadian_kebakaran_hutan_dan_lahan_2018_2019                         <dbl> …
$ banyak_kejadian_kekeringan_lahan_2018_2019                                  <dbl> …
$ korban_jiwa_kekeringan_lahan_2018_2019                                      <dbl> …
$ jumlah_sistem_peringatan_dini_bencana_alam                                  <dbl> …
$ persentase_sistem_peringatan_dini_bencana_alam                              <dbl> …
$ rasio_embung_di_kecamatan                                                   <dbl> …
$ rasio_pasar_desa_pasar_hewan_pelelangan_ikan_pelelangan_hasil_pertanian_dll <dbl> …
$ jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018  <dbl> …
$ rasio_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018   <dbl> …
$ annual_mean_temp                                                            <dbl> …
$ temp_change                                                                 <dbl> …
$ annual_mean_prec                                                            <dbl> …
$ rasio_40pers_ekon_rendah_rt                                                 <dbl> …
$ rasio_40pers_ekon_rendah_indv                                               <dbl> …
$ prec_change                                                                 <dbl> …

Input data for a PCA Analysis

distance_to_plantation	distance_to_road	distance_to_commodity_processing_factory	distance_to_plantation_concession	distance_to_forest	distance_to_river	distance_to_burned_area	percentage_of_agricultural_area_small_holder_in_the_village	percentage_of_plantation_area_per_sub_district	percentage_of_forested_area_in_the_sub_district	percentage_of_shrubland_in_the_sub_district	percentage_of_water_area_compared_to_sub_district_area	distance_to_deforestation	percentage_deforestation_area_size	arable_land_percent	erosion_risk_t_ha_1_yr_1	indeks_bahaya_banjir	indeks_bahaya_longsor	buffer_to_500m_irigated_land	aridity_index	total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik	rasio_elektrifikasi	rasio_sekolah_tinggi_sma_sederajat	rasio_pt	rasio_rs	rasio_faskes_1	rasio_pasar	rasio_minimarket_swalayan	banyak_kejadian_tanah_longsor_2018_2019	korban_jiwa_tanah_longsor_2018_2019	banyak_kejadian_banjir_2018_2019	korban_jiwa_banjir_2018_2019	banyak_kejadian_banjir_bandang_2018_2019	korban_jiwa_banjir_bandang_2018_2019	banyak_kejadian_kebakaran_hutan_dan_lahan_2018_2019	banyak_kejadian_kekeringan_lahan_2018_2019	korban_jiwa_kekeringan_lahan_2018_2019	jumlah_sistem_peringatan_dini_bencana_alam	persentase_sistem_peringatan_dini_bencana_alam	rasio_embung_di_kecamatan	rasio_pasar_desa_pasar_hewan_pelelangan_ikan_pelelangan_hasil_pertanian_dll	jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	rasio_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	annual_mean_temp	temp_change	annual_mean_prec	rasio_40pers_ekon_rendah_rt	rasio_40pers_ekon_rendah_indv	prec_change
2.6922633	1.7166810	2.0357668	-4.3825590	-0.6076871	2.7117976	3.3492440	-2.0718191	-1.0500575	1.3812193	-0.2416110	-0.1655192	-0.8987080	1.4974779	0.0159813	-1.3634738	0.0658418	0.0690122	-0.7093641	-2.8351594	-0.8784002	0.3900809	-0.8662722	-0.5335278	-0.4631427	-0.9351701	16.7717433	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.8396838	-1.2024273	1.1710368	-0.9072150	-0.9131378	0.1837850	0.0129179	-0.1064804	-0.2657178	-1.0525778	0.1491026
2.9183618	1.2690894	2.2307442	-4.3825590	0.3766393	3.9039885	3.5942067	-0.3934067	-0.7356651	-0.3764903	-0.2416110	-0.1655192	0.1012585	0.3936954	0.5254928	-1.0656104	-2.0115443	0.0794378	-0.7093641	-4.2911316	-1.5251892	-0.3590277	-0.3356609	-0.5335278	-0.4631427	-1.0861552	0.5143758	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.1001485	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1859142	0.0214586	-0.1515203	1.1155070	0.9442564	0.1881462
2.4787354	1.0820430	1.8658209	-4.3825590	-1.1584093	1.7751776	3.1240451	-2.9534347	-1.2100183	1.3370173	-0.2416110	-0.1655192	-1.6426342	1.9354174	-0.0945629	-0.9964380	-0.5942738	0.5340932	-0.7093641	-2.3585071	-1.3525855	0.4722171	-0.4940463	-0.5335278	-0.4631427	-0.9692783	0.2031787	0.6897151	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-1.1638023	0.5072149	1.2216349	-0.9072150	-0.9131378	0.1772192	0.0014243	-0.0865877	0.7970041	0.5834608	0.0998882
2.3401524	2.0104617	1.8253486	-4.3825590	1.9776268	2.6743789	3.0626712	-3.1684987	0.8594398	-1.1028887	-0.2416110	-0.1655192	2.2341680	-0.9107321	0.2493056	-1.0585105	-2.0115443	-0.0698078	-0.7093641	-3.1873771	-0.6296110	0.4722171	-1.0280983	-0.5335278	-0.4631427	-0.7667049	-0.0188810	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-0.7517573	-1.2024273	-0.7813405	0.9734290	1.0648922	0.1975911	0.0804964	-0.1035534	0.2773198	0.1429970	-0.3776906
2.5040049	0.4452930	1.8939007	-4.3825590	-1.1970300	0.7241760	3.1609066	0.2804503	-1.3357507	1.1498652	-0.2416110	-0.1655192	-1.7422677	1.2423341	0.2617237	-0.6945947	0.1759761	0.4057864	-0.7093641	-2.2521679	-1.5811049	0.4722171	-0.2815524	-0.5335278	-0.4631427	-1.1240181	0.2873801	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.2068218	-1.0157277	-1.2024273	-0.7813405	0.9734290	0.9767542	0.1839826	0.0613235	-0.0866315	1.0228566	0.6751598	-0.2048771
1.7635225	0.3022711	1.4747432	-4.3825590	0.3508672	3.5339007	2.5478689	-0.8775240	-1.0451284	-0.1403128	-0.2416110	-0.1655192	0.2548015	0.5129857	0.4739327	-0.5793101	-0.6267548	0.7363484	-0.7093641	-1.7343654	-0.4647902	0.4515612	-0.3728164	-0.5335278	-0.4631427	-1.1394242	0.4966298	-1.4290972	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-1.0542972	0.8894775	1.1148349	0.9734290	1.0801597	0.1647237	-0.0131299	-0.0583580	-0.0316865	-0.3741431	-0.6911786
1.5156237	-0.0129617	1.3754048	-4.3825590	0.1491911	3.4102418	2.3802827	0.1371349	-0.7239240	0.1028039	-0.2416110	2.8435806	-0.0833787	-0.1179987	0.5782899	-0.6121307	-0.2118106	0.6487932	-0.7093641	-1.6466687	-0.7011528	0.4722171	0.5707859	-0.5335278	2.0465777	-0.9326452	-0.2190505	-1.4290972	0.9300293	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.4319047	-0.5215700	0.9255706	1.2818974	0.8020628	1.1528553	0.1720294	-0.0345229	-0.0517680	0.2373919	0.0467351	-0.8134475
1.4488294	-1.6311223	1.3488266	-4.3825590	-0.6259825	3.3446595	2.3333130	-3.1684987	1.7639449	-0.6764544	-0.2416110	-0.1655192	-0.7970139	-0.9107321	0.1595843	-0.5319471	0.5520886	0.2575397	-0.7093641	-2.0509075	0.0056923	0.4722171	0.6323259	-0.5335278	-0.4631427	1.7378697	-0.0287617	0.6227789	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.7211713	1.8809765	-1.2024273	-0.7813405	1.2451515	0.9738194	0.1826832	-0.1316233	-0.0669647	-1.5477480	-1.5389794	-0.6054536
1.3652535	-0.3441120	1.3402592	-4.3825590	0.5954391	3.2691351	2.3116250	0.0554156	-1.7906651	-0.9116556	-0.2416110	-0.1655192	0.9652386	-0.9107321	0.6176875	-0.4305199	-0.3590581	0.7658135	-0.7093641	-1.2549489	-0.6685860	0.3454874	-0.1724110	-0.5335278	-0.4631427	-1.1107751	0.3298266	-1.4290972	1.3293395	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.9786007	0.7938533	1.1904462	-0.9072150	-0.9131378	0.1605713	-0.0125327	-0.0264401	-0.0078052	-0.2218434	-0.9307801
0.9956777	-0.4693720	1.2338968	-4.3825590	1.3251927	2.8980590	2.1182421	0.1471251	-0.4557314	-1.1028887	-0.2416110	-0.1655192	1.6068811	-0.9107321	0.5490962	-0.9215756	-0.3227730	0.0041250	-0.7093641	-1.4285871	-0.4893694	0.2474277	-0.3496292	-0.5335278	-0.4631427	-0.7892380	0.7109696	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.6360828	-1.0097682	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1770299	0.0193866	-0.0326599	0.5920231	0.1562846	-1.0610479
1.2238464	-0.3555871	1.2946399	-4.3825590	0.8556414	3.1276770	2.2293813	0.5130985	-1.8342877	-1.1028887	-0.2416110	-0.1655192	1.4291128	-0.9107321	0.6200414	-0.7510846	-0.6090836	0.5939607	-0.7093641	-1.3642958	-1.6721994	0.4722171	-0.1903913	-0.5335278	-0.4631427	-1.1857018	0.3228696	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-1.5371545	0.8284765	-0.7813405	0.8020628	1.0629061	0.1697835	-0.0230208	-0.0336962	0.5377080	0.2688321	-0.9058049
-0.4904325	-0.6827703	0.6994255	-0.0564162	1.1556023	0.0950892	0.8588159	0.6493126	0.8416639	-1.1028887	-0.2416110	-0.1655192	1.2854620	-0.9107321	0.5231545	0.3828666	0.2753145	-0.3828650	-0.7093641	-0.8536162	2.2750828	0.4218056	-0.6899546	2.0582010	2.3814822	0.8825044	-0.1132352	0.7279488	0.9300293	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	2.1406767	1.1832075	0.8292479	1.5572220	-0.9072150	-0.9131378	0.1739525	0.0739376	0.0059018	-1.2063776	-1.4539562	-1.1556906
-0.6506089	-1.2776039	0.7919760	-0.2045662	0.7836060	-0.9501852	1.1374409	-0.0787931	1.8336614	-1.1028887	-0.2416110	-0.1655192	0.8572281	-0.9107321	-0.5202064	0.3075323	0.9322194	-1.5361490	-0.7093641	-1.2123484	1.1924654	0.4722171	1.4182767	1.8787187	2.2596593	0.6003050	-0.1936817	0.4747211	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	1.3766815	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1900297	0.0587183	-0.0128922	-1.1025469	-1.0153575	-1.1802252
-2.1257977	-0.3199232	0.8310153	0.0416163	0.4185123	0.2469214	1.3294300	0.1894389	0.3045507	-0.2568969	-0.2416110	-0.1655192	0.2297970	-0.6381175	0.4902082	0.3988264	0.6282226	-0.2216275	-0.7093641	-0.7083579	1.1090563	0.1560475	-0.5721148	-0.5335278	-0.4631427	0.2931220	-0.0495791	0.6985820	0.9300293	-0.1128779	1.1511472	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.8444179	0.7139222	0.8554549	1.2604277	0.8020628	1.3205371	0.1829331	0.0609344	0.0328832	-0.0413402	-0.2698622	-1.5950978
-0.3798843	0.0799673	1.0036858	-0.2110341	0.6854242	1.2701724	1.7061697	0.6279018	0.4092592	-0.2070067	-0.2416110	-0.1655192	0.4942842	-0.1493143	0.5503232	0.4583409	-0.0852129	-0.7541394	-0.7093641	-0.8736970	0.6367648	0.4722171	-0.7925955	-0.5335278	-0.4631427	0.3777928	-0.1694602	0.6523648	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.9302392	-1.2024273	1.4056650	-0.9072150	-0.9131378	0.1774478	0.0483027	0.0228886	-0.8890368	-1.3961979	-1.4975098
-0.9848979	-0.8244960	0.9512019	0.0466030	0.8539367	0.3777536	1.6356389	0.2103893	0.6154385	-1.1028887	-0.2416110	-0.1655192	0.7366835	-0.9107321	0.5689099	0.5553744	-0.7368646	0.1543184	-0.7093641	-0.5416680	0.6178314	0.4491026	-0.4296539	-0.5335278	-0.4631427	-0.2396893	0.2938723	0.8825353	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	0.0726078	0.9224810	1.3094496	-0.9072150	-0.9131378	0.1720151	0.0693379	0.0515651	-0.0045777	-0.5033476	-1.8236265
-1.3565922	-0.5806831	0.9045196	0.1558762	0.9973757	0.5617545	1.5834946	0.2181557	-0.2692529	-1.1028887	-0.2416110	-0.1655192	0.9276945	-0.9107321	0.6093889	0.5774853	0.2291273	0.4078929	-0.7093641	-0.4853357	0.7151100	0.4722171	-0.8488254	-0.5335278	-0.4631427	0.1438612	0.1278974	0.8920548	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	-0.2706541	1.0217574	0.7914568	1.2239847	1.3454529	0.9842019	0.1789311	0.0731945	0.0612940	-0.5004183	-1.0240463	-1.9930231
-1.8796102	-0.5454836	0.8210572	0.2367764	0.2060718	0.4059414	1.4594253	0.3887396	0.4130818	0.0490490	-0.2416110	-0.1655192	-0.1515383	0.3921778	0.5518640	0.5761397	0.3774277	0.2250073	-0.7093641	-0.3682712	1.2803168	-2.0233690	-0.4881145	-0.5335278	-0.4631427	0.3039853	-0.1481648	0.7889840	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.8906065	0.1934162	0.9021388	1.3154767	-0.9072150	-0.9131378	0.1769634	0.0860890	0.0795644	0.4872864	0.2799297	-2.1691791
-2.7473006	-0.8327183	0.6437465	0.2304052	0.7687741	1.3805763	0.9954694	0.3271159	0.8270824	-1.1028887	-0.2416110	-0.1655192	0.5898514	-0.9107321	0.5500792	0.4887298	-0.4968086	0.1903419	-0.7093641	-0.1070546	1.3935145	0.4195312	-0.3847202	-0.5335278	-0.4631427	0.0449823	-0.3513821	0.8000612	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.6126971	0.5170561	0.6468206	1.4756702	1.2000520	1.1272554	0.1336036	0.1100840	0.0915959	-0.2356045	-0.5013422	-1.7432431
-1.6185667	-0.5259553	0.6888442	0.1435359	1.1307497	1.2942646	0.9873769	0.2701778	0.7302743	-1.1028887	-0.2416110	-0.1655192	1.1075108	-0.9107321	0.5611070	0.4114389	-0.1991931	-0.4825260	-0.7093641	-0.4033284	1.0632644	0.4331591	-0.7945604	-0.5335278	-0.4631427	0.1570101	-0.1021349	0.8261973	-0.7849217	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	3.0791457	-0.0567962	1.2999643	0.3466721	0.6982554	-0.7813405	0.9734290	1.2217052	0.1543224	0.0911633	0.0581269	-0.5198922	-0.7524378	-1.5675659
-0.6228296	0.2028716	0.5005250	0.1385244	0.4847578	1.6021372	0.3242691	-0.1200249	0.4468571	0.9233196	-0.2416110	-0.1655192	0.3371981	0.3270004	0.4267068	0.6079295	-1.5848053	0.7021674	-0.7093641	0.6626418	0.7627487	0.2259116	-0.5572426	-0.5335278	-0.4631427	0.3093260	0.1777150	-1.4290972	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.8444179	0.3093866	0.9101144	-0.7813405	-0.9072150	-0.9131378	0.0410005	0.1683799	0.1438012	-0.3879928	-0.6601226	-1.3903930
0.5375252	-0.7395776	0.4371612	-0.1597777	0.9704267	0.5271146	-0.2502329	0.9257559	0.5305589	-1.1028887	-0.2416110	-0.1655192	0.9692757	-0.9107321	0.5723812	-0.5650790	0.0093488	0.4327409	-0.7093641	-1.4109483	0.8086137	0.4199743	0.4853331	-0.5335278	-0.4631427	-0.0154244	-0.2893432	0.6691815	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.5829528	1.1786346	-0.7813405	0.8020628	1.2927067	0.1750834	0.0642068	-0.0563228	-0.4297571	-0.5431797	-0.4095554
0.1934440	0.6981083	0.3465359	0.0338805	-0.6043597	1.4475908	-1.0963720	-0.0493397	-1.4500893	1.2087177	-0.2416110	-0.1655192	-0.9756031	1.7285455	0.2464941	0.6631637	-2.0115443	0.8725130	-0.7093641	1.2848304	-0.7866969	0.4722171	0.6868280	-0.5335278	-0.4631427	-0.1816133	0.0238228	-1.4290972	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.3975921	2.5035881	-0.0567962	-0.9894272	-0.2374882	0.6659004	-0.7813405	0.8020628	1.1449312	-0.0641772	0.0435297	0.2022728	0.4308206	0.2670694	-0.6845699
0.3498392	-0.6705498	0.4100138	-0.0061152	0.3274516	0.7303968	-0.6284386	0.5824912	-1.8342877	-1.1028887	-0.2416110	-0.1655192	0.2256561	-0.9107321	0.5927569	0.5053881	-2.0115443	0.8665302	-0.7093641	-0.1298733	-0.5078189	0.4722171	-2.0289867	-0.5335278	-0.4631427	0.0072266	-0.2491498	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.0882801	0.9449019	-0.7813405	1.1448570	0.9815839	0.1113677	0.0563205	0.0716662	0.1772757	0.0448392	-0.6832544
0.2473156	-1.1854003	0.4784891	-0.0384557	0.4219627	0.2500633	-0.2330865	0.7930975	0.7743725	-0.9941163	-0.2416110	-0.1655192	0.3074740	-0.4438676	0.5131600	0.2859033	0.2086105	0.6089602	-0.7093641	-0.6112077	0.8953420	0.4722171	1.2163430	-0.5335278	2.2262252	-0.0517755	-0.2999288	0.5777415	-0.7849217	-0.1128779	0.9627205	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.1191818	1.1279641	1.0254760	-0.7813405	-0.9072150	-0.9131378	0.1390679	0.0166928	0.0152614	-0.8609108	-0.9167977	-0.4526353
0.0758532	-0.7354919	0.4770337	0.0253990	0.1135341	0.8596026	-0.2618710	0.4734144	-0.3404366	0.1833085	-0.2416110	-0.1655192	-0.0540489	0.2380193	0.5357388	0.4641851	-0.5686282	0.5993074	-0.7093641	-0.0392046	0.0875646	0.1679218	-0.3301834	-0.5335278	-0.4631427	0.1877846	0.1718107	0.8306447	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.2886965	0.6891927	-0.7813405	0.8020628	1.2259151	0.1044785	0.0843230	0.0669286	-0.2067844	-0.2030881	-0.8999020
0.2515958	0.0881082	0.3256106	-0.0373175	0.0972793	1.3682550	-0.6867668	-0.4829094	0.0747040	0.8544397	-0.2416110	-0.1655192	-0.0873676	1.2851065	0.2734858	0.5784638	-2.0115443	0.7399990	-0.7093641	0.7606053	0.3704742	0.3038670	2.7311603	-0.5335278	-0.4631427	0.6019554	-0.0133267	0.7584025	1.4459892	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	0.2868788	0.2351648	0.8111644	-0.7813405	-0.9072150	-0.9131378	0.0211427	-0.0233159	0.1570583	-0.6883360	-0.9664248	-0.6697747
0.1867144	-1.0615370	0.6177630	-0.2444510	1.1737356	0.8937410	0.4984350	0.8569845	0.3996931	-1.1028887	-0.2416110	-0.1655192	1.2478911	-0.9107321	0.5714592	-1.0117176	0.2699507	-1.5361490	-0.7093641	-1.4336428	0.6554580	0.4722171	-0.1456558	1.8851637	-0.4631427	0.3904507	-0.2693264	0.7278368	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.2868788	0.5680657	0.8993865	-0.7813405	0.8020628	1.2785197	0.1839413	0.0482996	-0.0464306	0.4074415	0.1499902	-0.6279755
-0.0094242	-0.7570819	0.6048187	-0.0794478	0.9812535	0.9144843	0.4381046	-0.0488003	0.5009074	-1.1028887	-0.2416110	-0.1655192	1.0964696	-0.9107321	0.5819307	-0.6255724	-0.8777330	-1.5361490	-0.7093641	-0.9354782	0.0797406	0.4627035	1.2501144	-0.5335278	-0.4631427	0.4050876	-0.3229977	-1.4290972	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	3.5944551	-0.3663205	-0.0567962	-0.9894272	0.7746315	0.7820943	1.3541360	-0.9072150	-0.9131378	0.1704520	0.0480686	-0.0085567	-0.9086096	-1.1025103	-0.8214365
0.8031921	-0.4194551	0.1909516	-0.3241738	0.3818727	0.2158166	-0.2215079	0.0060673	0.4578743	0.3271917	-0.2416110	-0.1655192	1.1853789	-0.9107321	0.5000773	0.2643585	0.3583054	0.4895468	1.2859926	-1.4435908	1.5304309	0.2922477	-0.3281751	-0.5335278	-0.4631427	0.3782696	-0.2485520	0.8719131	1.1019643	-0.1128779	0.8351781	-0.2161285	3.2663609	-0.1390876	3.7341486	2.7913150	-0.0567962	1.1275793	1.0111183	0.8423938	-0.7813405	-0.9072150	-0.9131378	0.1807171	0.0655178	-0.0662029	0.7436082	0.5553352	0.2426827
0.6235911	0.4252310	0.0083773	-0.1687312	0.0038649	-0.4241974	-1.2313907	0.4008574	-0.0968807	0.8545719	-0.2416110	-0.1655192	1.0849157	-0.9107321	0.4504290	0.3059285	0.2935351	0.5343550	0.7938789	-0.7664090	0.4443530	0.4722171	-0.2649860	-0.5335278	-0.4631427	-0.0394796	-0.1310580	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	4.0213390	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	1.5143090	0.7164480	-0.7813405	-0.9072150	-0.9131378	0.1722639	0.0363201	-0.0017973	1.1998192	1.0682393	0.3998689
1.0316087	-0.7249154	0.3717876	-1.6321468	0.7179835	-0.1269252	-0.2194231	0.0136288	0.5938169	-1.1028887	-0.2416110	-0.1655192	0.7389316	-0.9107321	0.5003533	0.0161690	0.5604531	-0.8676479	1.4130565	-2.8063933	0.8905593	0.4694740	1.0275108	2.0193787	-0.4631427	-0.1418138	-0.3908345	0.7508432	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	0.5289381	0.7879204	-0.7813405	-0.9072150	-0.9131378	0.1931270	0.0891414	-0.1625065	1.0335937	1.0374704	0.3133732
1.0062228	0.0520808	0.2520267	-0.4972273	0.7353880	0.4659590	-1.4266709	-0.3679618	-0.2679323	-1.1028887	-0.2416110	-0.1655192	0.9260681	-0.9107321	0.6028545	0.2853214	0.2708937	0.5551170	0.8532952	-1.5103235	1.0199087	0.4722171	-0.0049664	-0.5335278	-0.4631427	0.1276522	-0.1616521	0.9218816	1.4459892	-0.1128779	1.1038182	-0.2161285	3.9166494	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.8297750	0.8337240	1.4411088	1.1448570	1.1230990	0.1834967	0.0647769	-0.0791724	0.4521467	0.3237616	0.1490080
1.1312973	-0.9939078	0.4724101	-4.3825590	-0.1142419	-0.5078041	0.0011508	0.4201860	0.9871220	-0.1412630	-0.2416110	-0.1655192	-0.3940369	-0.1592119	0.4690838	-0.1256251	0.6188367	-1.5361490	0.8893480	-3.4403343	1.8161227	0.4692901	0.3809274	1.9453489	2.3298371	1.3582635	-0.4361315	0.6541065	0.9300293	-0.1128779	0.6772291	-0.2161285	4.0213390	8.7338834	-0.2945872	2.7913150	-0.0567962	0.1587199	2.0121562	0.9927333	-0.7813405	-0.9072150	-0.9131378	0.1954481	0.0573898	-0.1859093	-0.3733523	-0.3406363	0.2283606
1.0026270	-0.8337588	0.3798209	-0.9268074	0.9369610	-0.9101632	-0.6671194	0.6155839	0.2690180	-1.1028887	-0.2416110	-0.1655192	0.8582996	-0.9107321	0.5830636	0.1763672	0.0437009	-0.2353678	-0.7093641	-2.1321006	0.5324569	0.4722171	0.5903739	-0.5335278	-0.4631427	-0.0973174	-0.1491057	0.8741808	-0.7849217	-0.1128779	-1.0555442	-0.2161285	3.6961537	7.7770641	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.2603632	0.7731935	1.2462940	-0.9072150	-0.9131378	0.1885892	0.0448469	-0.1212193	1.0368676	1.0293570	0.1258400
0.9313658	-1.1340780	0.4584985	-1.4322022	0.8548227	0.4691495	-0.0733442	0.9567354	0.0177970	-1.1028887	-0.2416110	-0.1655192	0.9931288	-0.9107321	0.5923120	0.1621002	-0.0064121	-0.7359424	-0.7093641	-2.4229313	-0.1687363	0.4722171	-0.0698546	-0.5335278	-0.4631427	0.0142326	-0.2947546	0.8055637	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.4843757	0.6724957	-0.7813405	-0.9072150	-0.9131378	0.1911091	0.0596188	-0.1335482	0.8695167	0.8862178	-0.0302307
1.0050633	-0.6309464	0.5182524	-4.3825590	0.3584981	0.2396850	0.2389411	0.8222722	-0.1171096	-0.8661167	-0.2416110	-0.1655192	0.7160103	-0.9107321	0.4431882	-0.1416682	0.8130800	-1.5361490	-0.7093641	-3.3172714	-0.2297975	0.4722171	0.5078913	-0.5335278	-0.4631427	0.4824688	-0.1146645	0.7995884	-0.7849217	-0.1128779	1.0200015	5.3632196	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.1477686	0.7215842	-0.7813405	-0.9072150	-0.9131378	0.1949478	0.0595530	-0.1677555	1.0183359	0.9854677	0.0340973
0.7453369	-0.8245184	0.4562674	-0.5525064	1.2498099	0.8403105	-0.2177674	0.9423373	0.0546531	-1.1028887	-0.2416110	-0.1655192	1.3889225	-0.9107321	0.5809977	0.1127986	0.1095286	-0.2339259	-0.7093641	-2.0668158	0.0976284	0.4722171	0.1052313	-0.5335278	-0.4631427	0.7041826	-0.3248775	0.6732489	-0.7849217	-0.1128779	0.7696186	-0.2161285	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.3004525	0.6662593	-0.7813405	-0.9072150	-0.9131378	0.1895264	0.0694632	-0.1063438	1.3344537	1.2774411	-0.2551666
0.7728576	-1.0343237	0.3634460	-0.2494541	1.2133938	-0.2307650	-0.9982673	0.8735806	0.6223812	-1.1028887	-0.2416110	-0.1655192	1.2491256	-0.9107321	0.5664432	0.3572532	-1.2814522	0.2514438	-0.7093641	-1.1134609	0.5188192	0.4333590	0.0009927	-0.5335278	-0.4631427	0.2979269	-0.2499591	0.7144657	0.9300293	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.4084525	0.8857241	-0.7813405	-0.9072150	-0.9131378	0.1669519	0.0189899	-0.0380874	0.6645373	0.3806725	0.0961831
0.4557879	-0.5968696	0.3021995	-0.0346137	0.3233804	0.9006199	-1.1256269	0.1828942	0.1602741	0.2238622	-0.2416110	-0.1655192	0.0335054	0.9934233	0.5761561	0.5520960	-2.0115443	0.5543902	-0.7093641	0.5108748	0.3529449	0.3455205	0.8394908	-0.5335278	-0.4631427	0.0318308	-0.2244058	0.8566142	-0.7849217	-0.1128779	-1.0555442	-0.2161285	3.6961537	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.0990703	0.6093545	1.2849456	0.9734290	1.1559075	0.0492659	-0.0786125	0.1423874	1.0333324	0.8313069	-0.2652927
0.2730168	-0.7943674	0.1019279	-0.1308878	1.1509567	-0.6680932	-0.7235440	0.8603647	0.3551609	-1.1028887	-0.2416110	-0.1655192	1.3959133	-0.9107321	0.4838103	0.1168765	0.7784656	-1.5361490	1.2967578	-1.0803602	0.9563987	0.4722171	-0.7142371	-0.5335278	-0.4631427	0.0846469	-0.2253902	0.6836433	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	0.6058477	-1.2024273	1.2855118	-0.9072150	-0.9131378	0.1868362	0.0924327	-0.0259916	0.9917246	0.9872917	0.4598471
-0.9052896	1.3557211	0.1046194	0.0252132	-0.6125135	0.3839199	0.5818850	-1.0555120	-0.1474181	1.0105846	-0.2416110	-0.1655192	-1.1749269	2.0059322	-0.7497645	-1.1894306	0.9089406	-1.5361490	1.8215090	-1.3856115	-0.3449201	0.2045481	0.1268531	-0.5335278	-0.4631427	-0.8916079	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-0.4191992	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1830837	0.0964549	0.0318775	0.8033310	0.8457186	0.6221292
-0.2085365	-0.9905853	-0.1447531	0.1132777	0.9170279	-0.4520211	-0.1398937	0.2452557	0.7652036	-1.1028887	-0.2416110	-0.1655192	0.8398426	-0.9107321	0.2317034	-0.1242905	1.1126175	-1.5361490	1.8848611	-1.0877773	-0.4931089	0.4722171	-0.3460782	-0.5335278	-0.4631427	0.0171873	-0.2513125	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.1054633	-1.2024273	-0.7813405	1.1448570	0.9829465	0.1843742	0.1132634	0.0489116	0.3553452	0.5408490	0.5589336
0.3567905	-0.4672307	-0.1700373	-0.0990513	0.4975552	-1.2751642	-2.1739082	0.8453527	0.6563256	-0.2927744	-0.2416110	-0.1655192	1.3942852	-0.9107321	0.5493068	0.3584281	0.8345493	-0.6563924	1.7348854	-0.5425721	0.5571918	0.4722171	-1.1244182	-0.5335278	-0.4631427	0.0369282	-0.2555471	0.8766013	-0.7849217	-0.1128779	1.1511472	-0.2161285	3.2663609	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.4532770	0.7122106	-0.7813405	1.0737029	1.1194955	0.1890375	0.0873681	0.0231341	0.4196193	0.2786648	0.3738363
0.6748791	-0.7741242	-0.8740681	-0.1150460	0.3447649	-0.5799995	-1.2857895	0.7380563	0.9046450	0.2301389	-0.2416110	-0.1655192	0.2614916	-0.0966835	0.4965297	0.0001604	0.9040287	-0.2357625	1.4897208	0.0964778	0.7054851	0.4691068	1.9114716	1.8905085	2.0899554	0.8288053	-0.1822878	0.4390871	-0.7849217	-0.1128779	1.0440164	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.8078202	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1862915	0.1033450	0.1188856	-0.4717589	-0.3687614	0.2691452
0.5842314	0.2957843	-0.3944433	-0.2820802	0.1417995	-0.6951387	-2.5495757	0.6597441	0.1860183	0.8097117	-0.2416110	-0.1655192	0.9236698	-0.9107321	0.4217336	0.5245629	0.5158215	0.4236387	1.7166181	-0.2262292	1.3657309	0.4543310	0.0221014	-0.5335278	-0.4631427	-0.0426562	-0.2230558	0.7558689	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.6851255	0.4347160	0.9106793	-0.7813405	1.0737029	1.1943914	0.1711923	0.0706965	0.0657542	0.3776606	0.3230608	0.3200515
-0.2411883	-1.2328797	-0.3053881	0.1573763	1.1269851	-0.5456612	-0.0293881	0.7804428	1.2225534	-1.1028887	-0.2416110	-0.1655192	1.0961811	-0.9107321	0.3772753	-0.1943742	1.0834300	-1.5361490	1.8950163	-0.1884011	0.2321637	0.4722171	0.3376674	-0.5335278	-0.4631427	0.1038206	-0.3383976	0.7448678	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.2401595	-1.2024273	-0.7813405	0.8020628	1.2393095	0.1819934	0.1146334	0.0762570	0.7790392	0.9459602	0.5926987
-0.0965058	-1.1158818	-0.4512142	0.1639614	1.3645241	-0.4527908	-0.0168317	0.6673151	1.6085646	-1.1028887	-0.2416110	-0.1655192	1.4123606	-0.9107321	0.2352297	-0.2992464	1.0363099	-1.5361490	1.4858996	-0.1437035	0.8921553	0.4722171	-0.3794293	-0.5335278	-0.4631427	0.1462493	-0.2148951	0.5926189	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.0367115	0.3281086	-1.2024273	-0.7813405	1.3454529	1.0006018	0.1816074	0.1252390	0.0981009	0.6619505	0.7541482	0.5809755
0.2387709	-1.3719901	-0.7960053	0.1538612	1.2312763	-0.6903643	0.0071997	0.3895248	1.8197975	-1.1028887	-0.2416110	-0.1655192	1.2362498	-0.9107321	0.0336185	0.1422789	1.0104510	-1.5361490	1.7929599	0.1053006	0.8550035	0.4722171	-0.6339152	-0.5335278	-0.4631427	0.1210923	-0.2086592	0.6059634	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.8011627	-1.2024273	1.2761320	-0.9072150	-0.9131378	0.1816340	0.1347591	0.1364468	0.0493873	0.1799999	0.5844098
0.1134778	-1.3192217	-0.4444259	0.0750696	1.2751171	0.3357007	-0.8155717	0.7617431	1.5252130	-1.1028887	-0.2416110	-0.1655192	1.4675164	-0.9107321	0.3517334	-0.0068589	1.0429768	-1.5361490	1.7118434	-0.1100047	0.9506612	0.4669500	-0.4333807	-0.5335278	-0.4631427	-0.2548920	-0.3946471	0.9151052	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	0.3338663	1.1928378	-0.7813405	1.1448570	1.1166846	0.1865696	0.1128469	0.0837547	0.7909572	0.6573501	0.4829093
-0.1543960	-1.2431910	-0.2297443	0.1168947	1.0895936	0.2324910	-0.2412697	0.6020228	1.4157804	-1.1028887	-0.2416110	-0.1655192	1.0595998	-0.9107321	0.3555236	0.2359191	1.0345349	-1.5361490	1.4773857	-0.3105314	0.4452534	0.3569560	-0.6453007	-0.5335278	-0.4631427	-0.3565490	-0.3577126	-1.4290972	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.5038332	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1840665	0.1088056	0.0597934	1.0693257	1.1822502	0.5515014
0.3470059	-1.4113739	-0.7374331	0.0268994	1.1493195	-0.2699084	-0.8871930	0.8522476	1.2523978	-1.1028887	-0.2416110	-0.1655192	1.1875236	-0.9107321	0.4651716	-0.1451584	0.9616984	-1.5361490	1.9058571	0.0864616	1.7983381	0.4722171	0.0123208	-0.5335278	2.3278359	0.3930329	-0.2853766	0.7175262	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	1.3240716	1.2775963	-0.7813405	0.9734290	1.2897960	0.1868912	0.1168636	0.1139599	0.1305785	0.1027211	0.4133165
0.1140240	-1.5508258	-0.6124506	0.1253357	1.4415699	-0.0493095	-0.2177909	0.7445788	1.5649509	-1.1028887	-0.2416110	-0.1655192	1.5308852	-0.9107321	0.3305564	-0.0304349	1.0375538	-1.5361490	1.6196727	0.0629352	0.3596382	0.4722171	-1.0085323	-0.5335278	-0.4631427	-0.3194443	-0.4902254	0.8572692	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.8363119	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1821259	0.1267731	0.1138112	0.7103704	0.5618371	0.5806572
0.4889066	-1.1941093	-1.0117095	0.0248816	0.8981195	-1.1337252	-0.8856924	0.8567361	1.1296981	-1.1028887	-0.2416110	-0.1655192	0.7977936	-0.9107321	0.4945245	-0.2023057	0.9608009	-1.5361490	1.7079926	0.2264582	2.3291870	0.4722171	-1.2061351	2.1730787	-0.4631427	0.3739260	-0.2767475	0.7180541	-0.7849217	-0.1128779	0.9275866	4.5028379	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.4612202	1.7143823	-1.2024273	-0.7813405	1.2451515	1.1890474	0.1888057	0.1203674	0.1367340	-0.1531632	-0.0760488	0.4084840
0.3671828	-1.4875137	-0.9665690	0.1349968	1.0341485	-0.7599114	-0.2601882	0.7382585	1.4812838	-1.1028887	-0.2416110	-0.1655192	0.9720850	-0.9107321	0.3412974	0.3334448	1.1013221	-1.5361490	1.5876834	0.2874410	0.8631600	0.4722171	-1.6389998	-0.5335278	-0.4631427	0.3773186	-0.3890485	0.8066156	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	1.4244961	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1842573	0.1404151	0.1505892	0.5029326	0.5367398	0.5704049
0.6277139	-1.7975572	-1.4316624	0.0504437	0.6107049	-0.8853832	-1.7637591	0.4840319	1.7392065	-1.1028887	-0.2416110	-0.1655192	0.3756172	-0.9107321	0.1412752	0.1534726	0.9788901	-1.5361490	1.6306461	0.4261110	2.4182990	0.4722171	0.8065749	1.8367691	2.2826919	0.3830989	-0.2577754	0.6066987	-0.7849217	-0.1128779	1.0200015	-0.2161285	3.4565313	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	2.0482732	-1.2024273	-0.7813405	0.8020628	1.4418138	0.1951332	0.1248114	0.1683460	-1.1086953	-0.9669562	0.2746927
0.6640445	-0.9737796	-0.9691951	-0.1757131	0.3104271	-0.5474900	-2.3137196	0.6232455	0.0557304	-1.1028887	-0.2416110	-0.1655192	0.0992438	-0.9107321	0.5789344	0.1473211	0.6546481	-0.3952669	1.7285261	0.1361228	0.5704805	0.4722171	-0.0554825	1.8122671	-0.4631427	0.1791331	0.1015711	0.7779747	0.9300293	-0.1128779	0.9627205	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.6501159	1.0527201	1.3050693	1.4547558	0.9105102	0.1862879	0.0985403	0.1214765	0.3238939	0.2432022	0.2752614
0.6748791	-0.7741242	-0.8740681	-0.1150460	0.3447649	-0.5799995	-1.2857895	0.7380563	0.9046450	0.2301389	-0.2416110	-0.1655192	0.2614916	-0.0966835	0.4965297	0.0001604	0.9040287	-0.2357625	1.4897208	0.0964778	0.3446798	0.4642696	-0.1642826	1.9610581	-0.4631427	0.1800099	-0.2230714	0.6974248	-0.7849217	-0.1128779	0.9931555	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.5890429	0.9704157	1.2841810	-0.9072150	-0.9131378	0.1862915	0.1033450	0.1188856	0.2695354	0.3064866	0.2691452
0.9280517	0.1551607	-0.6436100	-0.8507461	-1.0687695	-0.3958459	-1.1388228	-0.0627110	0.0053250	1.1879690	-0.2416110	-0.1655192	-1.4511287	1.4597163	-0.2348742	0.0535357	0.1390873	0.6884903	-0.7093641	0.1028256	-0.2964750	0.1698665	0.5964241	-0.5335278	-0.4631427	-0.2541426	0.3126905	0.7930635	1.4459892	-0.1128779	1.0440164	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.9596767	-0.0567962	-0.6042839	0.0698800	0.7149172	-0.7813405	1.0737029	1.0404193	0.1447007	0.0436951	0.1201914	0.8326296	0.8008544	0.0247049
0.8776664	-0.2398296	-0.4573953	-0.7155524	-0.5619556	-0.6573101	-1.4293516	0.2946370	-0.2026991	0.5300130	-0.2416110	-0.1655192	-0.8669483	0.3275925	0.4264284	0.2623426	0.0575369	0.7780659	-0.0122403	-0.0039433	-0.4989070	0.0108595	0.3110483	-0.5335278	-0.4631427	-0.5449933	-0.4902254	-1.4290972	1.3745886	9.7287360	0.9275866	-0.2161285	3.2663609	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.0986904	0.5797558	-0.7813405	-0.9072150	-0.9131378	0.1410241	0.0805887	0.1001897	1.0949497	0.8164948	-0.0431359
0.4881351	0.3954358	-0.0368189	-0.1153296	-1.1138007	1.2866040	-0.7935579	0.0605900	0.0554784	1.1330521	-0.2416110	-0.1655192	-1.5236073	1.2653187	0.1701083	0.6249548	-1.2657909	0.9762637	-0.7093641	0.9246242	0.0695534	0.1351186	1.2661617	1.9316642	-0.4631427	-0.2932720	-0.0449994	0.8288822	1.6855308	7.3358809	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.4974522	0.6789721	-0.7813405	-0.9072150	-0.9131378	0.0066076	-0.0501764	0.1999794	-0.2554296	-0.4141918	-0.4409987
0.2302741	0.5127646	0.1229949	0.0544444	-1.1735184	1.3629450	-0.6912027	-0.2671278	0.9085486	1.1016071	-0.2416110	-0.1655192	-1.3475044	0.8678766	0.0618628	0.6259865	-2.0115443	0.8517305	-0.7093641	1.1380394	0.2517971	-0.7232004	0.3133276	-0.5335278	-0.4631427	-0.0366606	-0.0887740	-1.4290972	1.4459892	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.2778492	0.6219478	1.3700526	-0.9072150	-0.9131378	-0.0383765	0.1394550	0.2273677	0.6312448	0.7007397	-1.1118760
0.4598249	0.6668431	0.0275099	-0.3013856	-1.1853571	1.2997893	-0.6796428	0.1200841	-0.4064712	1.1431691	-0.2416110	-0.1655192	-1.6321924	1.1403964	0.1814732	0.6514291	-1.2095855	0.9497549	-0.7093641	0.9940067	-0.4567981	0.2868184	-1.1283855	-0.5335278	-0.4631427	0.0417749	0.3772692	0.6774477	1.4459892	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	0.4616381	0.6263429	1.1155743	0.8020628	1.1754901	-0.0054446	0.0460093	0.2038909	-0.7389408	-1.1981102	-0.7085745
0.8671968	0.3799398	-0.1890703	-0.4864679	-1.0064933	0.1815718	-0.7965311	-0.1984589	-0.4111150	1.0285726	-0.2416110	-0.1655192	-1.1278704	0.6164823	0.3412920	0.3211683	-1.0453841	0.9627516	-0.7093641	0.2573335	-0.1198489	0.1491851	2.2279373	-0.5335278	-0.4631427	-0.7392030	0.6141767	-1.4290972	1.4128473	10.1401442	-1.0555442	-0.2161285	2.9413631	6.2819793	-0.2945872	-0.3663205	-0.0567962	-1.2068218	0.6912218	0.5499665	1.1163340	1.5429946	0.7978910	0.0971449	0.0922821	0.1263688	0.5217528	0.1924413	-0.3346193
0.5909464	0.5419815	0.0708807	-0.4958423	-0.8193656	1.2781467	-0.7732765	-0.2888534	-0.9278969	1.1653998	-0.2416110	-0.1655192	-1.1578458	0.6467968	0.3081662	0.4893159	-1.5695740	0.7420588	-0.7093641	0.7562579	-0.1384603	0.4722171	0.3902349	-0.5335278	-0.4631427	-0.5516230	0.3568698	-1.4290972	1.3745886	-0.1128779	-1.0555442	-0.2161285	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.0246681	0.7447565	1.1146124	0.8020628	1.2049781	0.0271411	-0.0275378	0.1805416	0.3338567	-0.2064073	-0.3734829
0.2515958	0.0881082	0.3256106	-0.0373175	0.0972793	1.3682550	-0.6867668	-0.4829094	0.0747040	0.8544397	-0.2416110	-0.1655192	-0.0873676	1.2851065	0.2734858	0.5784638	-2.0115443	0.7399990	-0.7093641	0.7606053	0.6025399	0.3452120	0.2135499	-0.5335278	-0.4631427	0.0676353	-0.1629004	-1.4290972	1.6330806	7.3358809	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.3975921	-0.3663205	-0.0567962	-0.2706541	0.8902597	0.6780975	1.3080350	-0.9072150	-0.9131378	0.0211427	-0.0233159	0.1570583	0.5956607	0.3052483	-0.6697747
0.9061487	0.1477135	0.1232031	-0.5492971	0.3132458	0.4446101	-1.4952899	-0.2756430	-0.2124196	0.7217252	-0.2416110	-0.1655192	0.0609849	0.2588454	0.5282685	0.2284052	-0.7518173	0.8262144	-0.7093641	-0.4027447	0.6378710	0.2335779	0.1716517	-0.5335278	-0.4631427	0.2247661	0.1533483	-1.4290972	1.1019643	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.3835015	0.9244848	1.1615816	-0.9072150	-0.9131378	0.1344644	0.0184574	0.0359004	0.8131541	0.1277119	0.0612651
-0.1106258	0.9689710	0.3134467	0.1599268	-1.0531605	1.1378139	-0.1228042	-0.2736474	-1.2189476	1.1794313	-0.2416110	-0.1655192	-1.1196684	0.8560248	0.2736148	0.7023516	-2.0115443	0.9906182	-0.7093641	1.0753302	0.1720766	0.0855947	1.1070747	-0.5335278	-0.4631427	-0.3413458	0.1434052	0.8389148	1.5250301	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.1847245	0.7160801	1.2682139	-0.9072150	-0.9131378	-0.0179075	0.2211603	0.2009257	0.7245262	0.7045358	-1.4826620
-0.7911957	-0.4203039	0.4169868	0.1970599	-0.4102756	1.4099543	0.2332165	-0.2419762	-0.1346894	0.7224071	-0.2416110	-0.1655192	-0.7034343	0.4529552	0.5171246	0.8981131	-2.0115443	0.8959368	-0.7093641	0.7693240	-0.2929051	-5.0100780	0.0672370	-0.5335278	-0.4631427	-0.5387075	0.1896579	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.1557449	0.6511500	-0.7813405	-0.9072150	-0.9131378	0.0276067	0.1989161	0.1838499	0.6664242	0.6058001	-1.6632706
-0.9355902	-0.7032863	0.5647496	0.3085277	0.0698320	-0.0550203	0.8782300	0.2419858	0.0586864	0.0364278	-0.2416110	-0.1655192	-0.2786077	-0.2217162	0.5910082	0.1117767	-0.1571366	0.5797994	-0.7093641	-0.1093356	0.8524111	0.0955049	0.8769135	-0.5335278	-0.4631427	-0.0808457	0.1474076	0.6734674	1.3745886	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.4087838	0.7141711	0.6724957	1.2062755	-0.9072150	-0.9131378	0.1490262	0.1455491	0.1003907	-0.7085346	-0.7890170	-2.1118022
0.2367313	0.5302091	0.4712822	0.2261368	-0.2231670	-0.2787699	0.8566267	-0.3782235	-0.4437919	0.9191365	-0.2416110	-0.1655192	-0.3970719	0.7935787	0.2663386	0.2554665	-0.9173227	0.9546479	-0.7093641	0.4067626	0.8681675	0.3634077	0.1678857	-0.5335278	-0.4631427	-0.0701765	0.2014345	0.8071056	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.6525200	0.8313687	-0.7813405	-0.9072150	-0.9131378	0.0953471	0.1380388	0.1555422	-0.2554017	-0.4235896	-1.0533427
-0.5524060	-1.0044331	0.6931830	0.3593596	0.0624338	-0.8291447	1.2071338	0.5311545	-0.8843819	-0.0709864	-0.2416110	-0.1655192	-0.0379512	-0.3885952	0.5669864	0.1181541	0.2528785	0.2863848	-0.7093641	-0.2504486	0.5515076	-0.3786172	0.2751454	-0.5335278	-0.4631427	-0.4512476	0.0271169	0.8760450	1.1019643	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.0048676	0.7191979	1.3977781	0.8020628	1.2688907	0.1800657	0.1092193	0.1011456	-0.0128149	-0.1493854	-2.6076827
-0.3390455	-0.2592503	0.4854882	0.2815250	-0.2804154	0.6671820	0.6757183	-0.4172916	-1.0781096	0.5740404	-0.2416110	-0.1655192	-0.4422969	0.1502093	0.5539937	0.3408990	-0.9004248	0.8171567	-0.7093641	0.0934479	0.3768999	0.4566639	0.1626882	-0.5335278	-0.4631427	-0.4028340	0.2450928	-1.4290972	1.5250301	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.4087838	0.1587077	0.7576395	1.1374398	-0.9072150	-0.9131378	0.1254363	0.1688469	0.1196271	0.4708129	0.4052561	-2.0242284
-0.0999686	-0.9264760	0.6788053	0.3665811	-0.1849978	-1.1890139	1.0113139	0.3996312	1.1678858	0.0110042	-0.2416110	-0.1655192	-0.6271543	0.1752945	0.3029228	0.3936478	0.6346776	-0.1513545	-0.7093641	-0.2075858	1.1056105	0.4674759	0.8992476	1.8241599	2.2498859	0.1856844	-0.1115054	0.5604943	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	1.9729918	-1.2024273	-0.7813405	0.9734290	1.2256278	0.1875625	0.1027803	0.1110375	-2.5718528	-2.4705845	-2.7793550
-0.0318794	-0.4333606	0.5076701	0.2828088	0.7635024	-0.1893523	0.6471772	0.0548745	-0.7844300	-1.1028887	-0.2416110	-0.1655192	0.6327244	-0.9107321	0.6136844	0.2895510	-0.9107362	0.7444545	-0.7093641	0.0245207	-0.3033417	-0.1383896	-0.5186207	-0.5335278	-0.4631427	-0.4125680	0.6189877	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.0618588	0.6896228	1.3186980	-0.9072150	-0.9131378	0.1459110	0.1616738	0.1194391	0.1802218	0.0281517	-2.1876662
0.3288118	0.4390671	0.8935520	0.4243740	1.1162650	1.5845890	1.1787940	-3.1684987	1.2286952	-1.1028887	-0.2416110	-0.1655192	1.2040934	-0.9107321	-4.4973391	-0.9064145	-2.0115443	-1.5361490	-0.7093641	-1.1459549	-1.7144805	-0.3424029	-0.1467930	-0.5335278	-0.4631427	-0.8098538	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	-0.6235003	-1.2024273	-0.7813405	1.2451515	0.8144780	-7.7955680	-7.8028518	-7.7819186	0.7684599	0.9631182	1.1056816
1.0335598	-0.9447908	-1.8529628	-0.0862508	0.5940668	0.4728896	-0.2976194	0.5386858	0.9178725	-1.1028887	-0.2416110	11.5669416	0.3944659	-0.9107321	0.2789479	-0.2462546	0.9973484	-0.4988308	1.8568355	0.6675264	0.8341358	0.4722171	1.1128866	-0.5335278	2.2193379	0.9159201	-0.2051022	0.5869412	-0.7849217	-0.1128779	0.9627205	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	1.6558712	-1.2024273	-0.7813405	1.3163159	1.0113006	0.1919767	0.1105173	0.2157771	-1.1570526	-1.0729690	-0.0096942
0.9146868	-0.6036922	-1.8927126	-0.1432308	0.2242233	0.1789014	-0.6952914	0.7856713	0.5752263	-1.1028887	-0.2416110	-0.1655192	-0.1284720	-0.9107321	0.5552528	0.1025957	0.7873788	-0.1193563	1.5154156	0.4677229	0.1139497	0.4257124	0.4882681	1.9364074	-0.4631427	1.1197136	-0.3265755	0.6748461	-0.7849217	-0.1128779	1.0200015	4.0728408	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	1.1283514	1.1091757	-0.7813405	1.6079026	0.7837446	0.1877967	0.0973273	0.1817343	-1.2945902	-1.2234207	0.1192857
1.1052359	-0.2862466	-1.4975538	0.0671787	0.1768856	-1.8991883	0.0177658	0.2649183	-0.2276213	-0.2363715	-0.2416110	-0.1655192	-0.1065306	-0.7570370	-0.1310396	-1.4842718	1.2112895	-1.5361490	1.8688971	0.6600305	-0.0406418	0.4722171	1.0851941	-0.5335278	-0.4631427	0.6105541	-0.3098221	0.6597182	-0.7849217	-0.1128779	1.1779948	4.5028379	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.7894422	0.4962618	-1.2024273	-0.7813405	1.6592724	0.7410894	0.1904489	0.1416166	0.2258602	0.7064146	0.9518233	0.1868181
1.0446522	-0.0136502	-2.1505165	0.0785289	0.1302537	-0.5960238	0.2090842	0.4632836	0.1836177	-0.3230007	-0.2416110	-0.1655192	-0.2356120	0.0535965	0.1248362	-0.5745370	1.0883372	-1.5361490	1.9767846	0.6606270	0.5535163	0.4687688	-0.7303157	-0.5335278	-0.4631427	1.0128834	-0.0598623	0.6442183	-0.7849217	-0.1128779	1.0657407	-0.2161285	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	1.0627887	-1.2024273	1.2090360	0.8020628	1.2690767	0.1877168	0.1452051	0.2261440	-0.9497762	-0.8241865	0.2524100
1.0183739	-0.8043037	-1.3195287	-0.0440454	0.4745114	-1.3697861	-0.6304782	0.6415063	1.3252214	-1.1028887	-0.2416110	-0.1655192	0.4173160	-0.9107321	0.3361134	-1.1485087	1.1461364	-1.5361490	1.9118243	0.6735897	0.9943363	0.4722171	2.0572850	1.7771501	2.2373646	1.3113811	-0.0864659	0.4948966	-0.7849217	-0.1128779	1.0855736	4.5028379	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	1.5777284	-1.2024273	-0.7813405	1.2451515	1.0653986	0.1926225	0.1203266	0.2201068	-1.5029282	-1.3029028	-0.1260634
1.0445868	-0.1538384	-1.1030953	0.0758228	0.0633569	-1.4485418	-0.0967376	0.5157531	0.7456799	-1.1028887	-0.2416110	-0.1655192	-0.2043741	-0.9107321	0.0482348	-1.7247356	1.2228867	-1.5361490	-0.0975147	0.6646141	0.1365442	0.4722171	1.7679220	1.9388213	-0.4631427	1.1350133	-0.1874557	0.5549072	-0.7849217	-0.1128779	1.0657407	-0.2161285	2.9413631	6.2819793	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.8409862	0.9072276	-0.7813405	1.3163159	0.9466819	0.1918835	0.1473281	0.2240567	0.3424286	0.4854809	0.0033467
1.0193461	-0.4709592	-0.8071651	0.1161151	-0.0061888	-1.7696296	0.0263051	0.0890782	-0.4208332	0.6949008	-0.2416110	-0.1655192	-0.3221691	0.9698742	-0.4582505	-0.3862392	1.1759811	0.0812329	-0.7093641	0.6286913	0.3917231	-0.0596377	0.1453456	-0.5335278	-0.4631427	0.3937430	-0.1198934	0.7020283	-0.7849217	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.4413023	-1.2024273	-0.7813405	0.9734290	1.1594996	0.1903044	0.1322515	0.2265789	0.4344584	0.6448598	-0.0324220
0.7704941	0.5328297	-0.6678449	-0.1313684	-1.2239327	0.1439709	-0.6248616	0.3780345	-0.1120158	1.3725874	-0.2416110	-0.1655192	-1.4780712	1.4751380	-0.0804973	-0.1064845	0.6186297	0.7680772	1.2580375	0.4821103	0.4711295	0.4357308	0.6736436	-0.5335278	-0.4631427	0.6701133	-0.0393987	0.6683254	-0.7849217	-0.1128779	1.1649661	4.9329899	2.9413631	6.2819793	-0.2945872	2.5035881	-0.0567962	-0.6042839	0.9665493	0.9406825	-0.7813405	0.8020628	1.2614452	0.1631283	0.0540698	0.1904805	-0.1918068	-0.0886401	-0.3076041
0.7698528	-0.0461416	-0.7452556	-0.3467252	-1.6296588	-0.3639810	-1.3432009	0.3279562	-0.2403203	1.3633885	-0.2416110	-0.1655192	-1.6116734	1.3251804	0.0726554	-0.1227481	0.6327097	0.5748005	1.2090269	0.3583425	0.1976421	0.2960964	0.3809274	-0.5335278	-0.4631427	0.7719061	-0.1983201	0.6830360	1.2739612	-0.1128779	1.2020110	-0.2161285	-0.3002999	-0.1390876	-0.2945872	3.3115666	-0.0567962	-0.9894272	0.9123570	-1.2024273	1.3650428	-0.9072150	-0.9131378	0.1608505	0.0759823	0.1693537	0.4303641	0.4606769	-0.2964140
0.9880977	-0.5850159	-1.2931888	-0.3829968	0.0104025	-0.4319388	-1.1199741	0.3878806	0.1017369	-0.3471058	-0.2416110	-0.1655192	-0.3740956	-0.3601765	0.5617630	-0.1339702	0.7610361	-0.0027857	1.5905974	0.4142253	0.4047341	0.4722171	-0.2254989	-0.5335278	-0.4631427	0.2206752	-0.1226806	0.6618281	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.6591948	-1.2024273	1.2344786	-0.9072150	-0.9131378	0.1817268	0.1164738	0.1785964	-0.1596227	-0.2023361	-0.0725478
0.7369377	0.5642957	-0.4810215	-0.5984845	-1.2639808	-0.0118443	-1.0155203	-0.3244609	-1.1629855	1.2265724	-0.2416110	-0.1655192	-1.2239534	0.5184238	0.1460869	0.3867002	-0.1673132	0.7751630	0.1868859	0.3897232	-0.3489272	-8.7305008	0.6676447	-0.5335278	-0.4631427	0.1148188	0.5474337	-1.4290972	0.9300293	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.4319047	-0.1101217	0.7989589	1.3144810	-0.9072150	-0.9131378	0.1168833	0.0525847	0.1570478	0.9447958	0.9226608	-0.3307362
0.0197808	0.5989323	-0.0039672	-0.5663583	-1.3665159	-0.1079565	0.5397642	-0.2877017	-0.6689654	1.1467954	-0.2416110	-0.1655192	-1.9606342	1.2318910	0.2440003	0.6967468	-0.4279688	0.7283702	-0.7093641	0.6091168	-0.6370987	-0.6227070	0.4863106	-0.5335278	-0.4631427	1.3026090	0.1623349	0.6013504	0.9300293	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.5578106	0.8298717	-0.7813405	-0.9072150	-0.9131378	0.0737230	0.1546532	0.1824022	0.3164420	0.0093583	-0.9513548
0.5103783	0.7611395	0.5723362	0.2959410	-0.6642086	-0.3994003	-0.4911821	0.3785485	-1.3482142	1.1455092	-0.2416110	-0.1655192	-0.9439898	0.9938712	0.1471852	0.4138851	0.6118605	0.5852279	0.5908708	0.2035972	-0.5023282	-0.9219664	0.3152728	1.8705656	-0.4631427	0.7024060	-0.0513391	0.6729922	1.2739612	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	3.3975921	2.7913150	-0.0567962	-0.7894422	-0.0430522	0.8433473	-0.7813405	1.2832837	0.9057248	0.1247044	0.0832092	0.1326641	0.8461831	0.6855889	-0.9001727
-0.0300048	0.7888970	0.2199620	-0.0776991	-0.4492820	-0.0701048	0.6576203	-0.5657865	-1.1626789	1.1986755	-0.2416110	-0.1655192	-0.6399085	0.1940620	0.2377659	0.5520123	-1.2167867	0.8547074	-0.7093641	0.5826615	-0.7090142	-0.2346037	-0.9787628	-0.5335278	-0.4631427	-0.3516118	0.1869775	0.7526934	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.5250170	-1.1898459	0.6608507	-0.7813405	0.8020628	1.1521271	0.0767891	0.1894652	0.1741378	0.5499547	0.2601381	-1.0794044
2.7247421	1.3450365	1.9530508	-4.3825590	0.3446379	4.5902009	3.3387840	0.0586358	-0.4825502	1.1963227	-0.2416110	-0.1655192	0.1655223	1.5380296	-0.3631097	-1.7423764	-0.1357881	-1.5361490	-0.7093641	-3.2766023	0.0371378	-3.8219247	-0.2813196	-0.5335278	-0.4631427	-0.4327184	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.0270973	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1930034	0.0275292	-0.1527536	0.5475317	0.5803377	0.5984210
2.2533930	2.2976088	1.5224896	0.3010379	0.0577220	4.2280164	3.0282453	-0.5068261	-0.5468146	1.2107105	-0.2416110	-0.1655192	0.7233521	1.7719558	-0.1055768	-0.6429553	0.4670596	-1.5361490	-0.7093641	-0.7726840	-0.5901857	-0.2866240	1.9960486	-0.5335278	-0.4631427	-0.9626089	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	-0.6042839	-0.2732147	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1906945	-0.0366275	0.0490877	0.9949132	0.9875335	0.3046417
1.3808487	1.6865232	0.0780973	0.4387473	1.9492583	2.6835017	1.4963402	-3.1684987	1.4556399	-1.1028887	-0.2416110	-0.1655192	2.2391513	-0.9107321	-4.4973391	-8.3073542	-2.0115443	-1.5361490	-0.7093641	-3.4995135	-0.3132502	0.4722171	0.0904002	-0.5335278	-0.4631427	-0.7750846	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-0.3822044	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-7.7955680	-7.8028518	-7.7819186	0.9777397	1.2181600	1.1056816
1.3478521	1.2203379	-0.1042381	0.3341945	-0.0863422	1.2846306	0.3271836	-3.1684987	1.5119650	0.9766283	-0.2416110	-0.1655192	0.0749847	2.2647285	-4.4973391	-8.3073542	-2.0115443	-1.5361490	-0.7093641	-1.6281694	-0.6590308	0.4722171	2.5484432	-0.5335278	-0.4631427	-1.1043049	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.3536354	0.8276787	-0.7813405	1.2000520	0.9371258	-7.7955680	-7.8028518	-7.7819186	0.5634496	0.6274959	1.1056816
1.0914929	0.0871439	-0.5689174	0.1838176	0.3335444	-1.8323062	-0.6001288	0.2614465	0.8201151	-1.1028887	-0.2416110	-0.1655192	0.0281460	-0.9107321	-0.2018539	0.0848185	1.2270370	-1.5361490	-0.7093641	0.7723230	1.0702304	0.4722171	0.7664629	1.7852585	2.2459047	0.1617271	-0.4902254	0.6684984	0.9300293	-0.1128779	1.0855736	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.0236306	1.2338939	1.2047934	-0.7813405	0.8020628	1.3169406	0.1907839	0.1410480	0.2484096	-1.2351854	-0.9882771	0.0429058
0.9261104	0.2793468	-0.4059476	0.1059529	-1.2929589	-0.0328600	-0.6951686	0.2527627	0.2359393	1.2732282	-0.2416110	-0.1655192	-1.6754119	1.1223453	-0.1772631	0.2933324	0.7765312	0.8140821	-0.7093641	0.6656505	0.8145105	0.2315376	0.4776621	-0.5335278	-0.4631427	0.6800300	-0.2017209	0.5850207	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	1.1378710	0.9421468	-0.7813405	0.9734290	1.1986628	0.1705929	0.0904033	0.2267059	-0.5948532	-0.3808640	-0.2526418
0.5919765	0.2960747	-0.3211731	-0.2141745	-2.6452932	0.6662508	0.2411965	0.0100518	-0.8719921	1.4015828	-0.2416110	-0.1655192	-2.4261980	1.7599350	-0.3577963	0.3536311	-0.0138127	0.9010619	-0.7093641	0.5535250	-0.3585267	0.0206010	0.1426633	-0.5335278	-0.4631427	-0.2961603	0.0731802	0.6870643	1.2025710	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	0.5764328	0.6731885	-0.7813405	1.1448570	0.9954130	0.1213328	0.0843522	0.1924850	-0.1187165	-0.1555868	-0.4520095
0.5769548	0.3207810	-0.1386452	-0.0855457	-1.8719420	-0.2470830	0.3420355	-0.0630626	-0.9718122	1.3003274	-0.2416110	-0.1655192	-1.6934080	1.6225645	-0.3177635	0.4862831	-2.0115443	0.8643687	-0.7093641	0.4591683	-0.9384104	0.1285391	0.1224043	-0.5335278	-0.4631427	-0.6888235	-0.1775967	-1.4290972	1.2025710	-0.1128779	0.6772291	-0.2161285	3.2663609	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.7211713	0.7781318	0.5297973	1.2599493	-0.9072150	-0.9131378	0.1329736	0.0973084	0.1832756	1.0571320	0.8265693	-0.3892172
0.9810375	-0.1997016	-0.2039209	0.1750888	-0.2711437	-0.8255880	-0.7314292	0.2281338	0.2371719	0.9597573	-0.2416110	3.7431920	-0.6597539	1.2635831	0.0939971	0.2035743	0.7875167	0.3763836	-0.7093641	0.6834407	0.9959477	0.2028977	0.2500967	-0.5335278	2.2375459	0.3340280	-0.0207358	0.7611563	0.9300293	-0.1128779	0.9931555	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	1.3498152	0.9931586	1.2891704	-0.9072150	-0.9131378	0.1738094	0.1198063	0.2345255	-0.5693074	-0.4897149	-0.2749981
1.1090238	-0.4364730	-0.1900746	0.2342802	0.2584079	-0.4694867	-1.1472182	0.2519935	-0.4688049	-1.1028887	-0.2416110	-0.1655192	0.2209780	-0.9107321	0.2606848	0.2560352	1.0333673	-0.4628318	-0.7093641	0.8087245	1.3539251	0.4080616	-1.2292245	-0.5335278	2.2778278	0.0921024	-0.1626750	0.8546406	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	0.9324680	0.9094988	-0.7813405	-0.9072150	-0.9131378	0.1873097	0.1448444	0.2613249	0.1321466	0.1706757	-0.1204823
1.1160430	-0.6252732	-0.0095218	0.2615266	0.1606893	0.8431288	-1.3587443	-0.0090017	-0.7202290	-0.6702408	-0.2416110	-0.1655192	0.3289056	-0.9107321	0.2211164	0.2631441	1.0244331	-0.4651733	-0.7093641	0.7989678	0.8661395	0.4024162	-0.6429366	-0.5335278	-0.4631427	0.0235287	-0.2964231	0.8069071	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.1587199	0.9024422	0.8183487	-0.7813405	0.9734290	1.2034453	0.1857227	0.1340117	0.2626646	-0.0976060	-0.0637053	-0.2019309
1.0901771	-0.4716106	0.1215677	0.2660490	-0.0226820	0.8162628	-1.0381779	0.4377828	-0.3621691	0.3437680	-0.2416110	-0.1655192	0.2120464	-0.9107321	0.2284028	0.3141033	0.8850796	0.0565959	-0.7093641	0.7056707	0.1539788	0.4495969	-0.3928223	-0.5335278	-0.4631427	-0.1028974	-0.1905914	0.6787633	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.8613522	0.8761008	-0.7813405	0.9734290	1.1374770	0.1781023	0.0874681	0.2444194	-0.2026383	-0.2450961	-0.4105586
1.1545390	-0.2835722	0.2383640	0.3024159	-0.5516702	0.7195794	-0.7420033	0.3594268	0.4398066	0.6540082	-0.2416110	-0.1655192	0.6956298	-0.9107321	0.0222858	0.3117488	0.8574693	0.5569844	-0.7093641	0.5896484	-0.4026756	0.4458105	0.7420706	1.8812122	-0.4631427	0.0784234	-0.0754512	0.7826710	-0.7849217	-0.1128779	0.9931555	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.2111020	0.9554151	-0.7813405	-0.9072150	-0.9131378	0.1730821	0.0524310	0.2330752	0.0667189	0.1698107	-0.3977858
1.0318688	-0.1577795	0.4465053	0.3186377	-1.2281626	-0.7994649	-0.5909280	0.3221760	-1.2475313	1.0728632	-0.2416110	-0.1655192	-0.9055508	0.4768364	0.0720572	0.4252716	0.1398347	0.8767761	-0.7093641	0.4079795	0.2466557	-0.0892443	-0.0607860	-0.5335278	-0.4631427	0.1136337	0.2100023	-1.4290972	1.4459892	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.7894422	0.8318656	0.8161339	-0.7813405	1.2451515	0.9961401	0.1281459	0.0925461	0.1705390	-0.1328010	-0.3290369	-0.0728957
0.8321189	0.5280730	0.1857947	0.1848400	-2.1884706	-0.5213643	0.2007548	-0.3195548	-0.7443452	1.2987867	-0.2416110	-0.1655192	-1.1839231	1.3693175	-0.5680435	0.4219162	-0.8301739	0.9006655	-0.7093641	0.5542079	-0.5588895	-2.7116736	-1.0702895	-0.5335278	-0.4631427	-0.4318343	0.4201597	-1.4290972	1.5848886	-0.1128779	1.0657407	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.2366564	0.7027182	1.1061300	-0.9072150	-0.9131378	0.1098063	0.0654793	0.1893292	1.1349663	1.0584998	-0.2011485
1.1958752	0.0651027	0.4320858	0.3612023	-0.2248799	-0.8341305	-1.1011640	0.0866451	0.5037873	0.5234902	-0.2416110	-0.1655192	0.2049830	-0.8332341	0.2674460	0.4441446	0.6189833	0.6734729	-0.7093641	0.3994294	0.8142302	0.1965297	-0.6004569	1.9021266	-0.4631427	0.0934830	-0.0430229	0.8018274	-0.7849217	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.7535338	1.0770925	1.3276180	-0.9072150	-0.9131378	0.1734091	0.1169548	0.1967767	-0.3410886	-0.4319445	-0.0762190
1.0285521	0.5169365	0.6032326	0.3755676	-1.6360550	-0.3791496	-0.3190521	0.2341202	0.1728629	1.3448972	-0.2416110	-0.1655192	-1.6030322	0.7994482	-0.0213919	0.1714756	0.3254321	0.7267410	-0.7093641	0.1718574	0.9675546	-0.0503071	0.0534236	2.0276047	2.2343510	0.0922010	-0.2271760	0.7169043	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.2868788	0.9326382	0.9078857	-0.7813405	-0.9072150	-0.9131378	0.1496933	0.0151830	0.1431426	-0.5553299	-0.8161070	0.3146345
0.6034939	0.1796391	0.8073637	0.2793239	-1.4848555	-0.2260298	0.1849276	0.3798206	0.3844108	1.2904812	-0.2416110	-0.1655192	-1.0644769	0.6101943	0.0379949	0.2014035	0.4884469	0.6628427	1.1943000	-0.0618341	-0.3396966	0.2628508	0.6550103	1.8879408	-0.4631427	0.1210692	-0.0901152	0.7888340	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.0193913	0.9617123	1.3153349	0.9734290	1.0917473	0.1456042	0.0741296	0.1147029	0.1046535	-0.1416154	0.5852728
0.5413443	0.3231869	0.4537463	0.3620928	-1.0591489	-0.4465242	0.2029967	0.4717418	-0.4285668	1.3049815	-0.2416110	-0.1655192	-0.8186147	1.4416558	0.0460843	0.2152738	0.3562475	0.7356837	-0.7093641	0.3321365	-0.1264688	0.3076527	0.8162255	-0.5335278	-0.4631427	0.2654546	-0.2998498	0.7097729	0.9300293	-0.1128779	0.9275866	4.0728408	2.9413631	6.9257330	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.5337501	0.9233060	-0.7813405	-0.9072150	-0.9131378	0.1138450	0.0667872	0.1592132	0.1933186	-0.2786870	0.4631133
0.1505292	1.2452229	0.9331024	0.1621239	-1.8884500	-0.1074921	0.1026761	-0.4151385	0.0535228	1.4291333	-0.2416110	-0.1655192	-1.3607120	1.6599087	-0.5997791	0.0529425	-0.1017029	0.9473372	0.9437342	-0.0412059	0.4075073	0.4188671	-0.6145641	-0.5335278	-0.4631427	0.0687772	-0.2330670	-1.4290972	-0.7849217	-0.1128779	1.1364364	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	-0.2706541	0.6624343	0.8518870	-0.7813405	-0.9072150	-0.9131378	0.1271123	0.0686306	0.1048309	-0.0090810	-0.2343408	0.8074094
-0.3184161	1.0174639	0.2164039	0.0639527	-0.9665704	0.2673495	-0.1808390	-0.9372386	-1.3049160	1.1877705	-0.2416110	-0.1655192	-1.2587172	0.7831250	0.2267145	0.3472339	-0.9018488	0.9280698	-0.7093641	0.6084627	-0.4184458	-0.1408765	0.7641857	-0.5335278	-0.4631427	0.3547273	0.6754002	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-0.8504224	0.8188646	-0.7813405	1.0737029	1.0291210	0.0612545	0.1826620	0.1736703	1.0390168	0.9934408	-1.5146332
-1.1191588	-0.5462823	0.4575113	0.2123021	0.5122330	-0.2998041	-0.1265001	0.7085803	-0.1294524	0.0014517	-0.2416110	-0.1655192	0.2682930	-0.4264120	0.5861624	0.0432990	0.2457977	0.2863056	1.4307354	-0.0628666	0.8385537	0.3668976	0.4465651	2.0138225	-0.4631427	0.5144324	0.0888121	0.7042806	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.0187687	-0.4108952	0.8949870	1.2354042	0.8020628	1.2954801	0.1589236	0.1581091	0.1103989	-0.0710314	-0.3348104	-1.9404347
0.0777310	-0.4458020	0.6628012	0.3481844	0.5416540	-0.5772133	0.7736619	0.4852914	-0.3700111	-0.4273025	-0.2416110	-0.1655192	0.2962412	-0.7836229	0.4895466	-0.1954808	0.5417025	-0.0532701	-0.7093641	-0.1745083	0.5865974	0.2046903	-0.4009809	1.9869041	-0.4631427	0.1900466	0.0965274	0.6796248	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.7555135	-0.5238993	0.7676905	1.1816857	-0.9072150	-0.9131378	0.1861365	0.1003419	0.1128252	0.6471028	0.7571127	-2.7359292
-0.0291401	-0.5119885	0.6754879	0.3441440	0.6172690	0.0160966	0.5369813	0.7034350	-1.8342877	-1.1028887	-0.2416110	-0.1655192	0.7759264	-0.9107321	0.5688525	-0.5368082	0.3563705	-0.0845596	0.9668045	-0.1694508	-0.5887321	0.4122614	1.0110504	-0.5335278	-0.4631427	0.6438983	0.1461400	-1.4290972	-0.7849217	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.5013117	0.6728776	1.2922972	-0.9072150	-0.9131378	0.1840084	0.1159617	0.1110305	0.7967314	0.8030661	-2.6611579
-0.6555372	0.2377177	0.7431616	0.3645481	-0.0587277	-0.5585456	0.0586770	0.2236242	-1.5444144	0.1822431	-0.2416110	-0.1655192	-0.0675359	-0.2697247	-0.0338730	-0.2935719	0.3247912	0.3491363	0.7088087	-0.2599784	-0.7983759	0.4117325	-0.9206734	-0.5335278	-0.4631427	0.0974608	-0.2026883	0.7439487	-0.7849217	-0.1128779	0.9931555	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-1.2942325	0.7116422	1.2729036	0.8020628	1.1438494	0.1744775	0.1304439	0.0982156	0.7690218	0.7876339	-2.3911001
-0.6341215	0.5313923	0.6141198	0.2959049	0.0649150	0.3153606	-0.4516475	0.3401880	-1.3544885	0.8213976	-0.2416110	-0.1655192	0.1212996	-0.5774884	0.1649690	-0.0693998	-0.1270349	0.4394689	-0.1829557	-0.0628711	-0.4268826	-0.3642854	0.2234511	-0.5335278	-0.4631427	-1.6829110	0.0941395	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.6962582	0.6890607	1.2128056	-0.9072150	-0.9131378	0.1549386	0.0950503	0.1115009	0.1105783	-0.0343163	-2.0578165
-0.8011958	-0.0303375	0.4375194	0.1564787	0.4519531	-0.7548390	-0.5016730	0.6301332	-1.0665453	0.3575939	-0.2416110	-0.1655192	0.3917083	-0.8495923	0.5128222	0.0224017	0.2158194	0.4367750	1.0930473	-0.0237260	0.4965590	-0.0920999	-0.3159401	-0.5335278	-0.4631427	0.1290778	0.3416318	0.7707409	1.3293395	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.0611569	2.5035881	-0.0567962	1.9555092	-0.7668225	0.6464213	1.2037670	-0.9072150	-0.9131378	0.1551943	0.1153182	0.1110142	0.8191026	0.4809032	-1.4579990
-1.8762539	0.6651555	0.8041635	0.3826694	0.0345144	-0.9208374	-1.0840162	0.1754428	-0.4904393	0.7391754	-0.2416110	-0.1655192	-0.1542308	-0.2078991	0.1972668	-0.2772059	0.4838433	0.3220726	-0.7093641	-0.2671658	0.2250729	-0.1459462	-0.9222042	-0.5335278	-0.4631427	1.1949598	-0.3377116	0.7441739	-0.7849217	-0.1128779	1.0440164	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.7555135	-0.9462094	1.1202868	-0.7813405	0.8020628	1.2386526	0.1697093	0.1354982	0.0920870	0.2775790	0.2711107	-2.0900611
-1.8637356	-0.1717505	0.9719878	0.4540956	0.2492942	-0.9278908	-1.1899403	0.4178479	-1.3357507	-0.3012499	-0.2416110	-0.1655192	-0.0339057	-0.3739691	0.4211154	-0.8976622	0.8822256	-0.3626790	-0.7093641	-0.4936407	0.5869245	0.3404705	-0.7556269	-0.5335278	-0.4631427	0.5259220	-0.1598692	0.8795109	-0.7849217	-0.1128779	1.3483190	4.7544480	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.0187687	-0.7048327	0.8172870	-0.7813405	1.1448570	1.0829912	0.1882825	0.1163053	0.0712917	0.2319135	0.1716874	-2.0200480
-3.0550508	-0.5669468	0.8701048	0.4059258	0.5251242	-0.5229183	-1.8859850	0.3288857	-0.8277661	-1.0774731	-0.2416110	-0.1655192	0.8147039	-0.9107321	0.5762034	-0.6899750	0.4697501	-0.1051624	-0.7093641	-0.3825757	0.2071953	0.1609331	-0.9102632	-0.5335278	-0.4631427	0.7783750	0.0315362	0.7424244	-0.7849217	-0.1128779	0.7696186	5.3632196	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.6360828	-0.1960849	0.6847705	-0.7813405	-0.9072150	-0.9131378	0.1813106	0.1309426	0.0766865	0.7474978	0.7060013	-1.8611906
-1.2086353	-0.2757556	0.9328934	0.4328682	0.1594171	-0.1806373	-0.8056723	0.7525072	-1.4201453	0.6358902	-0.2416110	-0.1655192	0.6798505	-0.9107321	0.4646089	-0.5242467	0.5919454	0.0871249	0.5591527	-0.4722317	0.2980753	0.1465023	-1.4678175	-0.5335278	-0.4631427	0.5529311	0.3517052	0.8512448	0.9300293	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.7555135	-0.8609327	0.9233789	-0.7813405	-0.9072150	-0.9131378	0.1790723	0.1407675	0.0667209	0.4020534	0.3334905	-1.6927720
-1.3344217	0.5643530	0.7217433	0.3291344	-1.0018350	0.0291478	-0.1849317	-0.2676139	-0.8693633	1.1551564	-0.2416110	-0.1655192	-0.4379455	-0.1901554	0.0064965	-0.0163569	-0.3183692	0.6123262	-0.7093641	-0.0825288	-0.7173139	-0.2386441	1.2072557	-0.5335278	-0.4631427	-0.5391100	0.6142403	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-0.8542063	0.6728379	-0.7813405	-0.9072150	-0.9131378	0.1371033	0.1291702	0.0989745	0.9063555	0.8331668	-1.4908265
0.0431832	-0.2396843	0.4591562	0.1664010	0.5379878	-0.1977125	0.4111041	0.0877615	-1.0310696	-0.8132220	-0.2416110	-0.1655192	0.4348525	-0.9107321	0.6082071	0.1583601	0.1178611	0.6436588	-0.7093641	0.0117899	0.1655608	0.4003412	0.0282425	-0.5335278	-0.4631427	0.2405991	0.1455623	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.1771133	0.7482985	-0.7813405	-0.9072150	-0.9131378	0.1452744	0.2159024	0.1095363	0.6109134	0.4125248	-1.3401327
0.2368153	0.3869197	0.5920640	0.2814868	0.3968884	-0.9702520	0.7411549	0.1124281	-0.1856551	0.2529446	-0.2416110	-0.1655192	0.4661971	-0.5714505	0.4410680	0.0305355	-0.1935150	0.7323908	-0.7093641	-0.2895249	0.1679533	-0.3910615	0.4186050	-0.5335278	-0.4631427	0.2422192	0.1447696	0.8385113	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.3151661	0.9103681	1.1733685	-0.9072150	-0.9131378	0.1522221	0.2026541	0.0690014	0.1429912	-0.2518387	-1.0768015
0.2367313	0.5302091	0.4712822	0.2261368	-0.2231670	-0.2787699	0.8566267	-0.3782235	-0.4437919	0.9191365	-0.2416110	-0.1655192	-0.3970719	0.7935787	0.2663386	0.2554665	-0.9173227	0.9546479	-0.7093641	0.4067626	-0.5829321	-3.1425948	-1.0561280	-0.5335278	-0.4631427	0.6478258	-0.2378302	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-1.0425649	0.7755610	1.1983698	1.0737029	1.0138845	0.0953471	0.1380388	0.1555422	1.0844342	1.0466513	-1.0533427
-0.3811024	0.1230538	0.6609730	0.2998908	0.2237745	0.3330004	0.5803359	0.6009229	-0.3179571	0.5842375	-0.2416110	-0.1655192	0.1869427	-0.5287297	0.4838293	-0.1253508	0.1029801	0.4706355	-0.7093641	-0.3751544	0.2964829	0.1087782	-0.5207840	-0.5335278	-0.4631427	0.8388353	-0.0989423	0.8510889	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.3300484	0.7495987	-0.7813405	1.2000520	1.0256361	0.1609558	0.0750415	0.0634987	0.7290409	0.6202708	-0.9061918
-0.1616022	-0.1079089	0.8398033	0.3964858	0.8391418	0.5952843	0.4518379	0.8819730	-0.3504523	-1.1028887	-0.2416110	-0.1655192	1.2911440	-0.9107321	0.6099982	-0.0236033	-0.6888078	0.4165151	-0.7093641	-0.2747533	0.1965768	0.2296111	-0.4319852	-0.5335278	-0.4631427	0.7711847	-0.1981336	0.7413853	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-0.6657389	1.0153338	1.3649443	0.9734290	1.1414229	0.1373650	0.1476343	0.0718126	0.7302262	0.6056251	-1.0997964
-0.6139153	-0.1986040	0.9108484	0.4237511	0.4276814	-0.4640688	0.0025653	0.8843333	-1.3764480	-1.0185258	-0.2416110	-0.1655192	1.0804852	-0.9107321	0.5867462	-0.2107105	0.2324956	0.2241859	-0.7093641	-0.4720648	0.1240594	-0.2233361	-0.8532363	-0.5335278	-0.4631427	0.4350976	0.1594306	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2152581	-0.6921078	0.7710056	1.3582359	-0.9072150	-0.9131378	0.1702673	0.1577550	0.0592075	0.7648533	0.6682709	-1.4455586
0.0642849	-0.3360454	1.0263479	0.4752921	0.3801118	0.3581540	-0.5527738	0.9065865	-1.8342877	-0.2288780	-0.2416110	-0.1655192	0.1089403	-0.1697111	0.5408942	-1.1737224	0.7066507	-1.4438891	-0.7093641	-0.6233087	0.3659214	0.3544980	0.5100080	-0.5335278	-0.4631427	0.3762716	0.4618866	0.8578840	-0.7849217	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.7555135	-0.7816792	0.8280592	-0.7813405	0.9734290	1.1571095	0.1878549	0.1418586	0.0494512	0.8142741	0.8640207	-1.4580447
0.2834145	0.0512543	1.0159208	0.4739472	0.9108163	0.5377516	-0.6788663	0.9279988	-0.5954635	-0.3693684	-0.2416110	-0.1655192	0.9231234	-0.4684399	0.5647421	-0.5315100	0.4907102	-0.4939472	-0.7093641	-0.6947323	1.1221911	0.1328071	-0.3430532	-0.5335278	-0.4631427	0.7064952	0.0624511	0.9318908	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.6126971	0.2001125	1.0057815	1.4505707	-0.9072150	-0.9131378	0.1814030	0.1482658	0.0383656	0.2382611	0.1518721	-1.2811761
0.3749614	0.0187370	0.9193737	0.4396323	1.5421480	0.3685592	-0.3812204	0.9626056	-0.9986764	-1.1028887	-0.2416110	-0.1655192	1.7949018	-0.9107321	0.6005390	-0.1236332	-0.0700935	-0.2379429	-0.7093641	-0.7165153	-0.0887393	0.1128349	-0.6955993	-0.5335278	-0.4631427	0.0684019	0.1212462	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-0.9990271	0.9270785	1.2440864	-0.9072150	-0.9131378	0.1654245	0.1618746	0.0250913	0.8135579	0.6384267	-0.9682484
0.7651704	-0.1321040	1.0278111	0.4556153	1.6763411	-0.0946676	-1.7211412	0.9727940	-0.2978814	-1.1028887	-0.2416110	-0.1655192	1.8328747	-0.9107321	0.6121248	-0.7845148	0.7976110	-1.5209782	-0.7093641	-0.8738674	0.2166870	0.4418647	-0.4502015	-0.5335278	-0.4631427	0.2752188	0.2207284	0.7433533	1.2025710	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	-0.5235173	0.9576178	1.2723407	-0.9072150	-0.9131378	0.1893072	0.1542629	0.0153557	1.0780309	0.9808313	-0.9129168
0.6018301	0.0452266	1.0554522	0.4874697	1.2826147	-0.3539996	-1.5049018	0.9270948	-0.1552499	-1.1028887	-0.2416110	-0.1655192	1.3199569	-0.9107321	0.5591750	-0.7700184	0.9146108	-0.6043833	0.4354458	-0.7787865	0.5578591	0.4343759	0.2674096	-0.5335278	-0.4631427	0.0373800	0.1805289	0.7767396	-0.7849217	-0.1128779	0.9627205	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.2569126	-0.9028047	0.9917313	1.2094378	-0.9072150	-0.9131378	0.1878349	0.1471920	0.0290506	0.6387736	0.4691563	-1.1288992
0.5103783	0.7611395	0.5723362	0.2959410	-0.6642086	-0.3994003	-0.4911821	0.3785485	-1.3482142	1.1455092	-0.2416110	-0.1655192	-0.9439898	0.9938712	0.1471852	0.4138851	0.6118605	0.5852279	0.5908708	0.2035972	0.1605458	0.4271613	-0.3989111	-0.5335278	-0.4631427	0.0553251	0.3279564	-1.4290972	-0.7849217	-0.1128779	0.8860332	4.9329899	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	1.4612202	-0.8188926	1.1138348	1.1726833	0.8020628	1.2326754	0.1247044	0.0832092	0.1326641	0.6717545	0.5874250	-0.9001727
-0.4127290	-0.6318084	0.9809258	0.4542644	0.7347171	-0.4615297	-0.4138032	0.9659999	0.0552939	-1.1028887	-0.2416110	-0.1655192	0.6328085	-0.9107321	0.6037424	-1.4091916	0.5290353	-1.5361490	1.2234045	-0.5087108	1.1515740	0.4285310	0.0677845	1.8290705	2.1401521	0.4394091	-0.3282732	0.5350581	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	1.5316086	1.0510964	-0.7813405	0.8020628	1.3244755	0.1895929	0.1329617	0.0626556	-0.9663018	-0.9807468	-1.5590354
-0.4131999	-1.1226707	1.0058900	0.4648842	0.4675160	-0.0707136	-0.8429395	0.9358520	0.5753046	-1.1028887	-0.2416110	-0.1655192	0.2520281	-0.9107321	0.5715900	-1.5926976	0.7608753	-1.5361490	1.5145498	-0.5058428	1.1171794	0.4722171	-0.1100113	1.8253959	2.1362818	0.2986225	-0.3247105	0.5616265	-0.7849217	-0.1128779	0.9931555	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	1.4914309	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1917709	0.1224103	0.0645189	-1.5421778	-1.5448161	-1.7016078
-0.2446237	1.3526360	1.0620693	0.4887984	0.2506323	0.1858995	-0.6272860	0.4546672	0.2552026	-0.5024619	-0.2416110	-0.1655192	0.0108614	-0.4975360	0.1330564	-1.8131616	0.7621450	-1.5361490	0.9793576	-1.1162643	1.1848570	0.4654775	0.0303115	1.8326264	-0.4631427	1.4403906	-0.1923292	0.7796425	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	1.5704878	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1917021	0.1213333	0.0571608	-0.8962082	-0.7010680	-1.7351217
0.4925847	-0.0088340	0.6954072	0.3550739	0.8521282	-0.8453641	0.2591839	0.1338817	0.6405825	0.2066876	-0.2416110	-0.1655192	0.8492843	-0.3702299	0.5283542	0.1330431	-0.1250787	0.6517662	-0.7093641	-0.4933118	1.1825668	-0.0428232	-0.8791707	-0.5335278	-0.4631427	0.1427163	-0.0675338	0.7794184	1.1019643	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.9424141	0.7322974	0.8923648	-0.7813405	1.8268621	0.7619555	0.1509720	0.1637685	0.0420628	0.1042194	-0.1445968	-0.6922373
0.9112647	1.0080708	0.7102668	0.3773036	-0.3595941	0.2853558	-0.5468530	0.0360648	0.4835528	1.3212686	-0.2416110	-0.1655192	-0.6167626	1.9677078	0.1018132	0.1656660	-0.5344428	0.9891333	0.5439573	0.3680818	1.3904848	0.2860509	0.8160634	1.7907774	2.2819417	0.3785847	-0.2270348	0.6583643	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.5944551	-0.3663205	-0.0567962	0.1587199	1.5149512	-1.2024273	-0.7813405	1.2000520	1.1269747	0.0816858	0.2265603	0.1361135	-1.3310230	-1.4615252	-0.5252087
0.6991018	-0.1531141	0.7774122	0.3994395	0.9697989	-1.3671893	-0.4900604	0.4244040	0.8559300	-1.1028887	-0.2416110	-0.1655192	0.9128929	-0.9107321	0.5445896	-0.1601581	0.3906981	0.2051880	-0.7093641	-0.8615688	0.3554345	0.3774048	-0.1753669	-0.5335278	-0.4631427	0.1872924	-0.1120252	0.8568578	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.6016060	-1.2024273	-0.7813405	1.1448570	1.0615480	0.1705929	0.1962411	0.0039027	0.3524935	0.1260236	-0.7427189
0.8834873	-0.0658489	0.8958611	0.3854348	1.2444067	-0.9669801	-0.6710968	0.8494525	0.4821945	-1.1028887	0.9578098	-0.1655192	1.2706518	-0.9107321	0.5770819	-0.3049931	1.0415438	-1.5361490	-0.7093641	-1.1138701	-0.7954474	0.2820954	-0.0380779	-0.5335278	-0.4631427	-0.1875386	-0.2031936	-1.4290972	-0.7849217	-0.1128779	1.0657407	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	0.4500579	0.7811685	-0.7813405	-0.9072150	-0.9131378	0.1891145	0.1528997	-0.0164051	-0.5216391	-0.9776020	-0.4677303
0.4332981	-0.3289578	0.8308165	0.4077401	1.4675777	-0.3107171	0.2926722	0.8853163	0.9720049	-1.1028887	-0.2416110	-0.1655192	1.6332529	-0.9107321	0.5156818	-0.0086743	0.3624549	0.1287304	-0.7093641	-0.8574527	-1.4620901	0.4722171	-0.3950602	-0.5335278	-0.4631427	0.0525111	-0.0663250	-1.4290972	0.9300293	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	-2.3360578	-0.0988784	0.7897584	1.2115049	1.1448570	0.8931887	0.1653781	0.1108331	0.0057177	0.1181748	-0.2458579	-0.5375110
0.7114017	-0.3254065	0.9117669	0.4264655	1.6205084	0.2994480	-0.0855598	0.8756323	0.4515211	-1.1028887	-0.2416110	-0.1655192	1.7749534	-0.9107321	0.5787426	-0.0963838	0.4976378	-0.5998751	-0.7093641	-1.0371941	0.9551256	0.1342988	-1.0073898	2.0262768	-0.4631427	-0.0112935	-0.1488760	0.7156881	1.5013737	-0.1128779	1.0855736	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	0.6043606	-1.2024273	1.3406519	1.0737029	1.1563565	0.1791160	0.1345126	-0.0090024	-0.0915003	-0.4857172	-0.6116955
0.7524297	0.1056132	0.8619635	0.3330566	0.1335522	0.1327101	-1.2172977	0.0371376	0.3191531	1.0357777	2.6952208	-0.1655192	0.0391615	1.0268407	0.3479016	-0.0906214	0.3257581	0.7697950	-0.7093641	-0.4193091	0.2591692	-0.3948046	-0.9446673	-0.5335278	-0.4631427	-0.1648752	-0.2089132	0.8474375	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.2864609	0.8597619	1.3707346	1.2000520	1.0221797	0.1485179	0.2157156	0.0504451	0.1788896	-0.1783568	-0.4217113
0.4262987	0.6441385	0.9552719	0.2593200	0.0374162	1.1161893	-0.6562398	0.4433956	0.1069007	1.1022221	2.1255157	-0.1655192	0.2854710	1.3876056	0.2803143	-0.1076173	0.3450878	0.7497228	-0.7093641	-0.4286393	0.5417602	0.3223913	-0.7213064	-0.5335278	-0.4631427	0.1596854	-0.0569899	0.7167106	-0.7849217	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.4352507	0.7346073	1.3024124	1.3454529	0.9681443	0.1483939	0.2127062	0.0490444	0.4835978	0.1668218	-0.2918585
0.8453708	-0.1058698	1.0012089	0.3713183	1.4937417	-0.9173079	-0.4269610	0.3189569	0.5416313	-1.1028887	6.6114603	-0.1655192	1.7385199	-0.9107321	0.3980705	-0.5780550	0.9900950	-1.1783213	-0.7093641	-1.0642183	0.4338675	0.3034561	-0.6360896	-0.5335278	-0.4631427	0.0866268	0.0612347	0.7061525	-0.7849217	-0.1128779	1.4367099	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2152581	-0.3302093	0.6451467	1.1979676	-0.9072150	-0.9131378	0.1857230	0.1436296	-0.0097913	-0.7256725	-0.9271110	-0.4931337
0.8167763	-0.6959159	1.0924972	0.3752254	1.7495858	-0.6593165	0.2620623	0.3965314	1.6242200	-1.1028887	5.3092931	-0.1655192	2.0662169	-0.9107321	0.0121283	-0.4773693	0.7912520	-1.5361490	-0.7093641	-0.9719117	1.7184625	0.2178315	-0.1888418	1.8896357	2.2039419	0.4187938	-0.1807865	0.5261938	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2152581	1.1703767	0.9304285	-0.7813405	0.9734290	1.2823970	0.1849889	0.1631861	0.0019498	-2.2402517	-2.2190524	-0.5531484
0.9575650	-0.3329287	1.0644322	0.4173112	1.7174495	-0.0530776	-0.3801751	0.8570395	0.0551722	-1.1028887	-0.2416110	-0.1655192	1.9103857	-0.9107321	0.5904294	-0.4436557	0.8824047	-1.3613569	-0.7093641	-0.9153694	0.7436131	0.3720391	-1.2227542	1.8945820	-0.4631427	0.2963684	0.1186996	0.6949900	1.3745886	-0.1128779	1.1779948	4.0728408	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.4612202	-0.1377898	0.5845407	1.2266214	1.0737029	1.1367639	0.1901091	0.1615279	0.0102944	-0.2192632	-0.2969405	-0.7636391
0.9423978	0.0343498	1.1478924	0.4822186	1.0024861	0.2190833	-0.8437328	0.8274407	-1.1614507	-0.5166840	6.3103466	-0.1655192	0.9337762	-0.6156575	0.4685581	-0.5144116	0.8854390	-1.5361490	0.3595384	-0.6985950	-0.0291694	0.0545587	-0.2153298	-0.5335278	-0.4631427	0.1087392	0.2125786	0.8192214	-0.7849217	-0.1128779	1.0440164	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-0.3956942	0.4240611	1.3440610	0.8020628	1.2151019	0.1933227	0.1466016	0.0432047	0.1530930	0.0073558	-1.0893234
1.0759417	0.1122998	1.2026055	0.4926622	0.2760534	0.1788903	-0.9645156	0.8080596	-0.2473869	-0.0030728	-0.2416110	-0.1655192	-0.0353083	0.5195400	0.4504880	-0.8145286	0.8039433	-1.5361490	-0.7093641	-0.5743222	0.2139512	-0.2705748	-1.4369515	-0.5335278	-0.4631427	0.4959672	0.0296158	0.8430126	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.3991802	0.4215138	-0.7813405	1.3163159	0.9538522	0.1936611	0.1520453	0.0610162	-0.6911734	-0.7904105	-1.2842041
0.9226560	0.3185825	1.0793551	0.4824877	0.4041700	-0.5318733	-1.4498834	0.7143736	0.1882316	-0.3914704	-0.2416110	-0.1655192	0.1594545	-0.2388389	0.3477312	-0.4743844	0.9903111	-0.6652635	-0.7093641	-0.4482560	-0.1209061	-0.4911968	-0.6702545	-0.5335278	-0.4631427	0.0466205	0.1316665	0.8102443	-0.7849217	-0.1128779	1.0440164	4.7544480	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.0451738	0.4730721	1.3355747	0.8020628	1.2066042	0.1911273	0.1596144	0.0774210	0.1338469	-0.2895212	-1.1880178
1.0843633	0.0091301	1.1488362	0.4715168	0.7344185	0.5139429	-1.1488538	0.8634337	-0.2371081	-0.6316266	1.8536291	-0.1655192	0.5773679	-0.5341831	0.5521850	-0.6214549	0.7368685	-1.5361490	-0.7093641	-0.5385023	-0.3779153	0.1984582	0.1653472	-0.5335278	-0.4631427	0.0951897	-0.2676529	0.7850940	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.6390576	0.3971551	-0.7813405	1.3163159	0.8990270	0.1929936	0.1623646	0.0635028	0.4123537	0.1196984	-1.1438772
0.8882235	-0.3665693	1.0974399	0.4241894	1.4672794	0.7609173	0.0709710	0.8720880	0.1023351	-1.1028887	2.4760746	-0.1655192	1.5500832	-0.9107321	0.5882510	-0.3315135	0.6542114	-1.0563123	-0.7093641	-0.6391484	0.7428778	-1.1724945	-0.2349395	-0.5335278	-0.4631427	0.0451673	-0.2809636	0.7363915	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.7555135	-0.3413424	0.4539251	-0.7813405	0.9734290	1.1920274	0.1891703	0.1652831	0.0455563	0.1111107	-0.1098910	-0.8527358
0.6791284	0.0925209	1.0849059	0.3635763	1.7545343	0.4031948	0.6410166	0.8585185	0.4292795	-1.1028887	4.6895117	-0.1655192	1.9651455	-0.9107321	0.5242150	-0.3428917	0.6063612	-1.2291600	0.8302566	-0.8676658	0.9535965	0.4038098	-1.6612834	-0.5335278	-0.4631427	0.5923327	-0.0095495	0.6833691	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.5944551	-0.3663205	-0.0567962	1.8906065	-0.1882384	0.6055366	1.2460465	-0.9072150	-0.9131378	0.1835784	0.1606267	0.0138294	-0.1321979	-0.2303544	-0.5061491
0.2545773	0.2848250	1.0267539	0.2791259	1.5807741	-0.0132121	0.4301657	0.5957937	0.5440186	-1.1028887	5.9721077	-0.1655192	1.7173941	-0.9107321	0.4481603	-0.8780687	1.1273364	-1.5361490	1.3457253	-1.0602217	0.7789141	-0.5080347	-0.2707319	-0.5335278	-0.4631427	0.1870656	-0.0340697	0.8982985	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.8935956	0.8096271	1.4188149	-0.9072150	-0.9131378	0.1885487	0.1730460	-0.0090312	-1.2628516	-1.2503731	-0.1828087
0.4165529	0.2079360	0.9433214	0.3801919	1.0332360	0.2711870	0.7585317	0.8750725	-0.0074080	0.0811704	-0.2416110	-0.1655192	1.0009891	-0.3320384	0.5004214	-0.1048164	0.5638699	-0.3246449	1.4327894	-0.5810761	-0.3341858	-0.3708381	-1.1939502	-0.5335278	-0.4631427	0.4117832	0.0658589	0.6894462	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.2039665	0.5036298	1.3158447	0.9734290	1.0922578	0.1831476	0.1612689	0.0480747	-1.0311745	-1.2090274	-0.5028931
0.6404666	0.3787974	0.9527363	0.4327569	0.8896587	-0.1567419	0.2172264	0.8696566	-0.0538281	-0.9204066	-0.2416110	-0.1655192	0.8007422	-0.9107321	0.4897360	0.0468754	0.3638719	-0.2836210	-0.7093641	-0.3737416	-0.8564575	-1.4266067	-0.8814171	-0.5335278	-0.4631427	-0.7871054	0.2396192	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.0167450	0.3648268	-0.7813405	-0.9072150	-0.9131378	0.1812224	0.1648236	0.0769390	0.0363171	-0.2611583	-0.8233710
0.4460666	-0.0399620	0.9252325	0.4866515	0.3686220	-0.3996904	-0.2153523	0.8320890	-0.0385013	0.1600660	-0.2416110	-0.1655192	0.0450016	0.3185916	0.4632014	-0.0020910	0.6005683	0.1266439	0.6197755	-0.1608199	0.1779162	-1.1592511	-0.4149261	-0.5335278	-0.4631427	0.7585488	-0.1948504	0.7395593	-0.7849217	-0.1128779	0.8351781	4.0728408	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.0102303	0.5252746	-0.7813405	1.0737029	1.0843627	0.1817840	0.1694108	0.1109197	0.1926502	-0.0375363	-1.1607086
-0.1311011	-0.3460055	0.8680899	0.5249351	0.4476748	-1.0627712	0.4922066	0.8024984	0.5343804	-1.0616312	-0.2416110	-0.1655192	0.4973438	-0.9107321	0.4688342	-0.1334252	0.8987936	-0.3229360	1.2439481	0.0322054	1.0229527	0.2078109	-0.0083212	1.9244261	2.2405847	0.6392967	-0.1622422	0.6638719	-0.7849217	-0.1128779	1.3019091	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.7686176	-0.7119434	0.6806177	1.3469264	1.2000520	1.0929298	0.1853397	0.1672212	0.1410770	-1.1363384	-1.2449209	-1.5000103
-0.0019175	0.3773768	1.0431476	0.1816656	0.7381811	1.2131262	-0.4825249	0.5335509	0.0214567	0.5081238	0.5749861	-0.1655192	0.6087951	0.6326392	0.3904141	-0.1543315	0.4260682	0.5757891	1.0186663	-0.8235147	-0.2896402	0.4110415	0.5872460	-0.5335278	-0.4631427	-0.0676364	0.1885212	0.6938053	-0.7849217	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.2868788	-0.5359401	0.7027835	-0.7813405	-0.9072150	-0.9131378	0.1672208	0.2050110	0.0083220	0.4070450	0.2813174	-0.1598127
-0.4183159	0.9903708	1.0408972	0.1001151	0.5852387	0.7863227	-1.3537400	0.5490186	-0.0064115	0.7315133	2.4740773	-0.1655192	0.3782254	0.5319026	0.3530711	-0.2545411	0.4783804	0.6450669	1.0000841	-0.8101479	0.1987066	0.2166934	-0.9045538	-0.5335278	-0.4631427	0.7726269	-0.0764073	0.7415938	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	-0.1191818	0.3141965	0.8537163	-0.7813405	-0.9072150	-0.9131378	0.1687128	0.2098668	0.0105135	0.0510422	0.0212607	-0.0235720
-1.5230223	0.0021452	0.9900301	-0.0609433	0.9233816	0.4180337	-1.5294383	0.7763972	0.0033476	-1.1028887	-0.2416110	-0.1655192	0.8534727	-0.9107321	0.5137778	0.0495226	0.3398309	0.5608989	0.9655179	-0.7504206	0.5988138	0.0716878	-0.4122459	-0.5335278	-0.4631427	0.3520946	-0.2614757	0.6808203	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.5018973	0.7689120	1.4021543	1.1448570	1.0840925	0.1748797	0.1956858	0.0188995	0.0540441	-0.0867670	0.4684810
-1.2120195	-0.8818014	0.8565932	0.1123163	1.0482177	-1.0712456	-0.2143999	0.9261415	0.7678637	-1.1028887	-0.2416110	-0.1655192	1.3777039	-0.9107321	0.5545657	-0.5800991	0.9830985	-1.5361490	1.6225419	-0.8690564	0.4781885	0.4722171	-0.6716531	-0.5335278	-0.4631427	0.2704142	-0.2439121	0.6690162	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.5423059	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1894389	0.1577699	0.0083543	-1.2893329	-1.4800611	0.6322855
-0.8945461	-0.6733594	0.8516173	0.1980423	1.0507267	-1.0236913	-0.0983673	0.9211780	0.7377175	-1.1028887	-0.2416110	-0.1655192	1.2132018	-0.9107321	0.5484418	-0.1778871	0.5610115	-1.5361490	-0.7093641	-0.7993510	0.3227362	0.4318615	0.5671280	1.9587137	2.1617920	0.3470291	-0.3469097	0.4954235	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.5634097	0.7042876	-0.7813405	-0.9072150	-0.9131378	0.1868554	0.1620311	0.0155838	-1.3928221	-1.4240632	0.3209180
-1.7770643	-0.5060499	0.7837545	0.1967537	0.4515316	-0.2359276	-0.9287451	0.8470723	-0.3836570	-0.1030219	-0.2416110	-0.1655192	0.7825494	-0.9107321	0.4671801	-0.0944563	0.5952859	-0.8029189	1.0253021	-0.7205540	-0.6917743	0.3434727	1.1676132	-0.5335278	-0.4631427	-0.1173373	-0.2205844	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.1266054	0.5431214	1.2827650	-0.9072150	-0.9131378	0.1836443	0.1486028	0.0245304	-0.7226797	-1.0074517	0.6207574
-0.8970298	-0.5358740	0.9482944	0.0920825	1.2811614	0.3182880	-0.5596207	0.9061164	0.9092770	-1.1028887	-0.2416110	-0.1655192	1.3409147	-0.9107321	0.5388953	-0.8077654	0.9951049	-1.5361490	1.6493508	-1.1075469	1.2002504	0.4699941	0.5877883	1.8342710	2.1456295	1.4508141	-0.3331934	0.5310815	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	3.0791457	-0.0567962	0.7424211	0.8907007	-1.2024273	1.4577918	-0.9072150	-0.9131378	0.1912787	0.1645441	-0.0157029	-1.5946541	-1.5831589	0.3251675
-0.3639662	-0.0642996	0.9406090	0.1893322	1.3787199	0.8351390	0.0547954	0.9126860	-0.2366025	-1.1028887	3.0142919	-0.1655192	1.5214341	-0.9107321	0.5379646	-0.5553134	0.8150610	-1.5361490	1.2433783	-1.0634529	-0.1360541	0.4556935	0.3871918	-0.5335278	-0.4631427	-0.2992907	-0.1345871	-1.4290972	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	-0.2706541	0.0274787	0.6852704	1.3341734	-0.9072150	-0.9131378	0.1872374	0.1694987	-0.0104290	-0.3340421	-0.4205381	0.2144466
-0.4550538	-0.0872527	0.8017268	0.3126939	0.5046888	-0.4066994	0.4173993	0.8045782	-0.0972248	0.9222403	-0.2416110	-0.1655192	0.4186581	0.2349876	0.4091545	-0.1856847	0.6759130	0.2127479	1.1427605	-0.5698765	0.3133152	0.3379822	-0.5353299	-0.5335278	-0.4631427	-0.3508115	-0.1027161	0.6528821	0.9300293	-0.1128779	1.1903190	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	0.7424211	-0.1453633	0.7630723	-0.7813405	-0.9072150	-0.9131378	0.1754673	0.1532193	0.0424921	0.0867037	0.0093287	0.0929307
0.0678979	-0.2171651	0.9199820	0.3226833	1.1829041	-0.5452320	0.8224820	0.9034154	0.5108695	-1.1028887	-0.2416110	-0.1655192	1.1751268	-0.9107321	0.5562963	-0.4559220	1.1031231	-1.5361490	1.8079032	-0.7942571	0.3634494	-0.1340004	-1.4907548	-0.5335278	-0.4631427	1.2886603	-0.2260932	0.6577881	-0.7849217	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.2269589	-1.2024273	1.3803813	-0.9072150	-0.9131378	0.1886225	0.1692414	0.0218056	-0.4327498	-0.5192603	-0.2300134
0.1241349	1.4986351	0.6846459	0.4410102	-1.1604184	0.2014850	0.9400463	0.0463278	-1.4090302	1.4145424	-0.2416110	-0.1655192	-1.0465756	1.6436854	-0.1411992	-0.0081205	-0.2000025	0.8879621	-0.6067146	0.5512671	0.1249547	-1.2987868	0.4739536	-0.5335278	-0.4631427	0.4357039	-0.1853554	-1.4290972	1.2739612	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.3653944	0.8463419	1.2085969	0.9734290	1.1347885	0.0762637	0.1496135	0.1506553	0.2723300	0.0895526	-0.0262009
-1.0293741	-0.1502674	1.0224254	-0.3090656	0.0575455	-0.1486256	-0.9405050	0.3617479	0.5956066	-0.3008297	-0.2416110	-0.1655192	-0.2606425	-0.1310534	0.3252332	0.1492768	0.8149229	-0.0732068	1.1026253	-0.7101453	0.6551458	0.4722171	-0.8059928	-0.5335278	-0.4631427	-0.0142397	-0.1729359	0.6863328	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.5677009	-1.2024273	1.3129015	-0.9072150	-0.9131378	0.1834766	0.1650233	0.0401276	0.0947124	0.0299204	1.1287368
-0.4163263	0.2087436	0.8968110	0.1291760	1.2815261	-1.2424103	-0.1802252	0.7040865	0.4852119	-1.1028887	-0.2416110	-0.1655192	1.4468443	-0.9107321	0.2852856	0.0821316	1.1558371	-1.5361490	2.0967991	-0.6281581	0.4631475	0.2699011	-1.0708099	-0.5335278	-0.4631427	0.9516909	-0.0373745	0.8673983	-0.7849217	-0.1128779	-1.0555442	-0.2161285	3.6961537	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	0.5247360	1.0419880	1.1702656	0.9734290	1.1661157	0.1873059	0.1790610	0.0416856	-0.7193205	-0.9624562	1.3373768
-0.6242430	-0.1142846	0.9656325	-0.0557065	0.8927944	-0.8281862	-0.0962165	0.7896421	0.5257984	-1.1028887	-0.2416110	-0.1655192	0.7887756	-0.9107321	0.4014437	-0.1581299	1.0938872	-1.5361490	1.8566534	-0.6329885	-0.1733867	0.3703884	-0.0648516	-0.5335278	-0.4631427	0.2336845	-0.1267635	0.8051086	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	-0.6042839	0.2136643	-1.2024273	1.3307198	-0.9072150	-0.9131378	0.1878827	0.1778853	0.0385646	-0.4134937	-0.5521432	1.2149634
-1.6408048	-0.0868036	0.9291675	-0.0939810	1.1222027	-0.4617785	-0.8181779	0.8564451	0.3447070	-1.1028887	-0.2416110	-0.1655192	1.0921850	-0.9107321	0.5307522	-0.2400990	0.8760560	0.0217142	1.7256702	-0.7264548	0.5276981	0.4089879	-0.7104594	-0.5335278	-0.4631427	0.4858173	-0.0535333	0.7737881	-0.7849217	-0.1128779	1.0440164	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.0236306	0.6001401	0.8442351	-0.7813405	1.1448570	1.0775050	0.1861131	0.1713030	0.0238699	-1.1759223	-1.4519940	0.9705832
-1.1337396	-0.3097615	0.8496923	0.0945612	1.1897609	-0.7571539	-0.3707509	0.9285012	0.7687542	-1.1028887	-0.2416110	-0.1655192	1.2710562	-0.9107321	0.5574771	-0.6110208	1.1133204	-1.5361490	2.0661258	-0.6573178	1.5766698	0.4722171	-0.3720330	1.8744868	2.1207709	1.4187209	-0.3096896	0.5859610	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	2.0281804	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1891360	0.1671595	0.0323692	-3.3832344	-3.3654480	1.1513566
-1.4261452	-0.5904037	0.8009313	0.1373876	0.9438053	-1.1109118	-1.4252307	0.8874431	0.9491519	-1.1028887	-0.2416110	-0.1655192	1.0965314	-0.9107321	0.5172633	-0.9494414	1.0377525	-0.4669821	1.9991600	-0.6698365	0.7763281	0.4692529	0.2779211	1.7889800	-0.4631427	1.5682378	-0.2852667	0.7981184	-0.7849217	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	1.5883435	-1.2024273	-0.7813405	0.8020628	1.2897161	0.1882663	0.1680902	0.0300519	-1.7896584	-1.8179498	0.9292230
-1.8912881	-0.4164485	0.8371077	0.0905406	1.0154365	-0.9321124	-0.7636837	0.9581341	0.2784188	-1.1028887	-0.2416110	-0.1655192	1.4079480	-0.9107321	0.5940377	-0.7802552	1.0968882	-1.5361490	1.7884709	-0.8054007	0.0182549	0.4573371	-0.7770028	-0.5335278	-0.4631427	0.3634530	-0.0319935	0.7239352	-0.7849217	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	1.0165665	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1885477	0.1768585	0.0154318	-1.7326357	-1.8052410	0.8279132
-2.5227174	-0.3860414	0.7292494	0.2125169	0.2114683	-1.1620024	-1.1868910	0.8401052	0.5084932	0.3019970	-0.2416110	-0.1655192	0.6324175	-0.9107321	0.5258438	-0.6710703	0.9112392	-0.6290316	1.7503054	-0.5997441	0.4567307	0.4722171	-1.0670503	-0.5335278	-0.4631427	0.4377624	0.1381128	0.8667704	-0.7849217	-0.1128779	0.5193370	-0.2161285	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.1719044	-1.2024273	1.2392887	-0.9072150	-0.9131378	0.1842814	0.1568119	0.0383128	-0.9666010	-1.0831786	0.9396349
-0.8248559	-0.3465127	0.8135201	0.2138992	0.7689049	-1.0935912	-1.1400873	0.8214623	-0.0195442	-1.1028887	-0.2416110	-0.1655192	1.1259890	-0.9107321	0.4268194	-0.2137140	1.1328883	-1.5361490	2.0082863	-0.6002935	-0.2681546	0.4722171	-1.2274350	-0.5335278	-0.4631427	-0.2349657	0.1810758	0.7958349	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.1029622	-1.2024273	1.3219531	-0.9072150	-0.9131378	0.1858060	0.1678808	0.0432758	-0.8004853	-1.0139894	1.3274136
-0.7040724	0.7218992	0.7070793	0.2916984	-0.1109911	-0.6222454	-0.6604828	0.4146616	0.0490490	0.8192984	-0.2416110	-0.1655192	0.5501334	-0.0195233	-0.0364790	0.0899541	0.9012011	0.2762224	1.7733792	-0.4771477	0.9561442	0.2193069	-0.4383609	-0.5335278	2.2330670	0.4402821	-0.1490802	0.7572612	-0.7849217	-0.1128779	0.8860332	-0.2161285	3.6961537	-0.1390876	3.0611569	-0.3663205	-0.0567962	1.2999643	0.2215408	1.1933860	1.4352101	-0.9072150	-0.9131378	0.1726511	0.1308355	0.0588201	-0.4494450	-0.3988337	1.4416154
-0.9933759	0.9334315	0.5807894	0.3110211	-0.6815866	-0.3034825	0.0425852	0.1829689	-0.4379664	1.1160179	-0.2416110	-0.1655192	-0.8965514	0.6085602	0.1279442	0.4288818	0.2274566	0.7747107	0.5493271	-0.0554826	-0.9056206	0.2298724	-0.8472420	-0.5335278	-0.4631427	0.4293199	0.2578084	-1.4290972	0.9300293	-0.1128779	-1.0555442	-0.2161285	3.4565313	-0.1390876	-0.2945872	2.7913150	-0.0567962	-1.4449486	-0.0626491	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1400888	0.2104792	0.1016640	-0.1383423	-0.1073283	0.9155138
0.4196342	1.1786485	0.3910666	0.4317410	-0.8801782	-0.0885671	-0.0130136	-0.3060717	-0.7876906	1.1558619	-0.2416110	-0.1655192	-1.2001171	0.9502321	0.0645969	0.6234502	-0.2964625	1.0335412	-0.4539708	0.5452916	0.9196778	-0.6285761	-1.3065765	-0.5335278	-0.4631427	-0.3446972	-0.0689023	0.7122192	1.4752229	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.4612202	0.0678782	1.0876361	-0.7813405	-0.9072150	-0.9131378	0.0512601	0.1213284	0.1651135	0.5413884	0.5158177	1.4812757
-1.1767241	0.1207666	0.6592819	0.3153656	-0.6846865	-0.7406763	-0.1289196	0.4739342	-0.4978773	1.0116121	-0.2416110	-0.1655192	-0.6255820	0.1944123	0.2029207	0.4694340	-0.0458426	0.6834348	-0.7093641	-0.1739710	0.3336517	0.2310764	0.2138978	-0.5335278	-0.4631427	-0.5987668	-0.1072346	0.8547262	1.3745886	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.2569126	-1.1647094	0.5095923	-0.7813405	-0.9072150	-0.9131378	0.1454853	0.1434253	0.0861176	-0.1122958	-0.1057423	0.5065323
0.1350377	1.5710115	0.4289987	0.4292769	-2.2318465	0.1143519	0.8318820	0.0740650	-1.6682932	1.4403763	-0.2416110	-0.1655192	-1.3595900	0.8205228	-0.1947136	0.4769915	-2.0115443	1.0896806	-0.7093641	1.1727516	-2.2380426	0.4722171	0.4635428	-0.5335278	-0.4631427	-1.3869793	0.5677513	-1.4290972	1.1019643	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.9328571	0.5079652	1.0452595	-0.9072150	-0.9131378	-0.0640425	-0.0129230	0.1990749	0.8702154	0.9444645	0.9415709
-0.0161581	0.0273223	0.3853146	0.3901107	-0.6319170	-0.7326125	0.6462116	0.4414133	-0.2461607	0.7725463	-0.2416110	-0.1655192	-0.5480288	0.5258396	0.2741491	0.7317488	-0.2992846	0.8870511	-0.7093641	0.2443838	0.6367648	0.3546778	0.9652588	1.8193488	2.1971285	-0.3935165	0.0810388	0.5524378	1.6606884	-0.1128779	1.0657407	-0.2161285	2.9413631	-0.1390876	3.0611569	2.9596767	-0.0567962	1.3818929	-0.2079668	0.6556102	1.4056650	0.8020628	1.2767882	0.1235058	0.1040413	0.1428364	-0.5831619	-0.4050888	1.0173768
-1.0281793	-0.0503920	0.5915068	0.3051331	-0.7356102	-0.6725487	-0.0972521	0.6010270	-0.6883725	0.9880558	-0.2416110	-0.1655192	-0.4804367	-0.0878484	0.2966156	0.4712834	0.3126054	0.6903369	-0.7093641	-0.3962773	-1.3104911	0.4110538	0.5868484	-0.5335278	-0.4631427	-1.0945500	-0.1015253	0.5939074	1.5013737	-0.1128779	1.0855736	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	-0.9894272	-0.8493519	-1.2024273	-0.7813405	0.9734290	1.0018215	0.1664273	0.1214007	0.0631686	-0.1441299	-0.0173504	1.0106581
0.5089775	0.5832407	0.1573959	0.4597942	-0.4829906	0.2110652	0.6047746	0.7443713	-0.8945479	1.0459682	-0.2416110	-0.1655192	-0.7177894	0.5489577	0.4202600	0.6712732	-1.0294407	1.0403862	-0.7093641	1.0238718	-0.0828016	0.3391543	-0.1604912	-0.5335278	-0.4631427	-0.7141167	-0.1454980	0.7140461	1.6855308	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-0.9920910	0.5132453	-0.7813405	0.8020628	1.2101339	-0.0148696	0.0291511	0.2080784	0.6063739	0.6168578	0.9552954
0.4501086	1.6284282	0.2394291	0.4602945	-1.4214160	0.6334518	0.7163515	0.3956187	-0.9425555	1.3967631	-0.2416110	-0.1655192	-1.5978233	1.6612761	-0.0156495	0.5354186	-2.0115443	1.1096836	-0.7093641	1.3842933	-0.7461306	-1.0569108	-0.9549703	-0.5335278	-0.4631427	-0.8456050	-0.2115862	-1.4290972	1.6180327	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.6851748	0.5550363	1.2777366	1.7265490	0.6386306	-0.1265288	-0.0639448	0.2072528	0.9407089	0.9005907	1.1165241
0.4387979	-0.0058200	0.1879569	0.4387369	-0.5490911	-0.3914806	0.5337077	0.7172603	-0.1397050	0.7062374	-0.2416110	-0.1655192	-0.4528875	0.2842490	0.3266938	0.8063126	-1.5385857	1.0013621	-0.7093641	0.6335366	0.1653431	0.4273079	0.7832801	-0.5335278	2.1440812	-0.5460878	-0.1926200	0.6798753	1.5848886	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	-0.5834939	0.5864467	-0.7813405	-0.9072150	-0.9131378	0.0856304	0.1689246	0.1975996	-0.3237560	-0.2170998	1.0452556
0.6002370	-0.8143415	0.0596554	0.4674625	0.3638441	-0.8906025	0.4280137	0.9706718	-0.7127832	-1.1028887	-0.2416110	-0.1655192	0.3088094	-0.9107321	0.6095065	0.8613963	-0.4768709	0.9668870	-0.7093641	0.6678035	-1.4022139	0.3679954	0.7119722	-0.5335278	-0.4631427	-0.8210058	-0.0805323	0.4265512	1.4459892	-0.1128779	-1.0555442	-0.2161285	2.9413631	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-1.4515693	0.5238478	-0.7813405	1.1448570	0.8987351	0.0926265	0.1410894	0.2096583	0.4002939	0.2889489	0.8370121
0.6261585	-1.0632540	-0.0606767	0.4831714	0.3840230	-0.8030810	0.1474720	0.8838514	0.3879647	-1.1028887	-0.2416110	-0.1655192	0.7620349	-0.9107321	0.5027739	0.7127488	-0.9250606	0.9229239	-0.7093641	0.8331188	-0.1915814	0.4321657	0.9100936	-0.5335278	-0.4631427	0.5083466	0.0244469	0.8033281	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.0373848	0.6612812	1.3290367	-0.9072150	-0.9131378	0.0589719	0.2177000	0.2269132	-0.5730767	-0.3367879	1.0707783
0.4723789	0.8985902	-0.1033579	0.5017927	-0.2387409	-0.0295433	-0.1604536	0.7119054	-0.5169706	1.0946002	-0.2416110	-0.1655192	-0.2891672	0.0404304	0.3241223	0.6042490	-1.3147325	1.0391487	-0.7093641	1.0788587	-0.5749941	0.3458558	-0.2667635	-0.5335278	-0.4631427	-0.2608614	-0.2390485	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-1.0332923	-1.2024273	-0.7813405	1.2451515	0.9200298	-0.0186258	0.1325938	0.2230884	0.8250818	1.0244478	0.9592288
0.6692347	0.1724935	-0.0126927	0.4785936	-0.8063557	0.4738302	-0.3726595	0.7485888	-0.9183103	0.7581439	-0.2416110	-0.1655192	0.0963127	-0.1847298	0.3753321	0.7443956	-2.0115443	1.0744415	-0.7093641	0.8992488	-0.7058646	-0.1088761	-0.9807601	-0.5335278	-0.4631427	-0.8183393	-0.2182770	-1.4290972	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.1430648	0.6098587	1.2814616	1.0737029	1.0024971	-0.0070111	0.0709563	0.2108108	0.9707001	1.1233931	1.1164811
0.5109317	-1.3011222	-0.2089942	0.5030118	-0.0676825	0.2885492	-0.2488963	0.8493589	-0.7655979	-1.1028887	-0.2416110	-0.1655192	0.8899833	-0.9107321	0.5157473	0.7217766	-2.0115443	0.9800286	-0.7093641	0.9330553	-1.1252286	0.3858842	-2.0289867	-0.5335278	-0.4631427	-0.4108471	-0.1411729	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-0.3191818	0.6192339	1.2426672	-0.9072150	-0.9131378	-0.0249658	0.2539169	0.2107940	0.7636876	0.8906212	1.3303958
-0.9581500	1.3734355	0.6272786	0.5269174	-0.2300638	-0.6091480	1.2151630	0.5399794	-0.4081914	0.8324910	-0.2416110	-0.1655192	-0.9097461	2.2042219	0.3750712	0.7061514	-0.0430816	0.8032677	-0.7093641	0.5050725	0.0808938	-2.3076790	-0.3237843	-0.5335278	-0.4631427	-0.4030894	0.2708135	0.6301379	1.5013737	-0.1128779	1.3229653	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.5546096	1.0037668	1.1653148	1.0737029	1.0753754	0.1236797	0.2694769	0.1830905	0.2457987	0.2036158	-0.8214665
-1.0151726	0.6322027	0.7614874	0.5366964	-0.0382257	-1.2947142	0.9970509	0.6447965	-0.0555146	-0.4063910	-0.2416110	-0.1655192	-0.2098293	1.3841323	0.5135765	0.6362843	0.3720362	0.4617219	-0.7093641	0.1663495	-0.3120456	-0.2181206	0.6174211	-0.5335278	-0.4631427	0.1397928	0.0592640	0.6916128	-0.7849217	-0.1128779	1.1364364	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.5621128	-1.2024273	-0.7813405	0.8020628	1.1888987	0.1700106	0.2012508	0.1588296	0.0910739	0.0529781	-1.3380467
-2.1537008	-0.3102607	0.5585788	0.5617222	-0.0257299	-0.0972699	1.2811200	0.1965474	0.3263598	0.0277180	-0.2416110	-0.1655192	-0.9578440	1.8250114	0.4037546	0.6744645	0.7873690	0.2261029	0.6295860	0.2630623	-0.1915814	0.2656736	0.9100936	-0.5335278	-0.4631427	0.2213641	-0.1228978	0.6034741	-0.7849217	-0.1128779	1.1364364	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.8728980	0.9167954	-0.7813405	1.2451515	0.9555457	0.1819739	0.1836569	0.1744959	-0.5544533	-0.2947877	-0.9908415
-0.8053854	1.3506721	0.4590431	0.5312173	-0.4540255	0.2007287	1.0031096	0.1794587	-0.3822687	1.0673976	-0.2416110	-0.1655192	-1.0465050	1.8650990	0.2690740	0.7021685	-0.3246278	0.9028625	-0.7093641	0.7411661	-1.2130062	-1.2332377	2.0419569	-0.5335278	-0.4631427	-0.4702849	0.1551235	-1.4290972	1.6180327	-0.1128779	1.4015713	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-1.2305492	0.5352107	-0.7813405	0.9734290	1.0108516	0.0903875	0.2908912	0.2057332	1.0441781	0.9329207	-0.3655580
-1.2883648	-0.5887107	0.5091649	0.5585081	-0.8508621	-0.9634367	1.2227729	0.1692271	0.9727174	0.4295912	-0.2416110	-0.1655192	-1.6085014	1.2703201	0.3430341	0.5798719	0.8432970	-0.2451557	0.9963126	0.2681625	-0.6941134	0.4722171	2.1852331	1.8500756	2.0473698	-0.5233999	-0.2202026	0.5542976	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-0.8271049	1.0283781	1.2825486	1.0737029	1.0035856	0.1885835	0.1811719	0.1810739	-1.0543263	-0.7333859	-0.9183858
-0.3921223	-0.5442599	0.4062381	0.5332036	0.0447264	-0.8333124	1.1063647	0.1038519	-0.4092809	0.0144180	-0.2416110	-0.1655192	-0.3373707	0.4516479	0.4360078	0.6290848	1.0720779	-1.5361490	1.5070684	0.3598931	-0.9842471	-0.0512859	-0.7907404	-0.5335278	-0.4631427	-0.8736369	0.0818128	0.6258328	-0.7849217	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.9633275	-1.2024273	1.2557090	-0.9072150	-0.9131378	0.1912980	0.1625625	0.1918909	-0.1347667	0.0353463	-0.7201999
-0.7892689	-0.4483348	0.4889406	0.5460415	-1.0262753	-0.0519025	1.2287108	0.4015646	0.2687486	0.2229457	-0.2416110	-0.1655192	-1.6826352	0.4275090	0.2898624	0.7859675	1.0161453	-1.5361490	1.6388840	0.2937775	-0.6809077	0.0872049	1.1508468	1.8514865	2.0488558	-0.8014399	-0.0052616	0.4749134	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.6089855	-1.2024273	1.2837703	1.0737029	1.0048089	0.1922066	0.1642202	0.1831297	-1.3681622	-1.1008279	-0.9096710
-0.8055623	-0.0928930	0.3965433	0.5511137	0.0958685	-0.1679032	0.9781705	0.2279218	0.3688501	-0.9310644	-0.2416110	-0.1655192	-0.2808563	-0.5295711	0.5706926	0.4665517	0.4340406	0.2513063	-0.7093641	0.4000529	-0.3810666	0.2634152	1.1955621	-0.5335278	-0.4631427	-0.1295450	0.0800262	0.6848586	1.2739612	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.9564966	-1.2024273	1.2170439	-0.9072150	-0.9131378	0.1781461	0.2385596	0.1909167	-0.3961432	-0.1666603	-0.8099479
-0.4062098	0.7563348	0.3058402	0.5486499	-0.2291952	-0.5324956	0.6804189	-0.9205072	-0.7043519	0.8789929	-0.2416110	-0.1655192	-0.6014785	0.8529514	0.3720538	0.7548987	-0.1997790	0.7465225	-0.7093641	0.5633520	-1.2846344	-1.3335016	-0.5529121	-0.5335278	-0.4631427	-0.7413880	0.1794663	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.5169135	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1386762	0.2523530	0.2025768	0.5110723	0.6963356	-0.4319175
-0.1580671	1.5117601	-0.2249505	0.5266853	-1.2766095	-0.0276279	-0.5004048	-2.7489101	-1.5274598	1.3034607	-0.2416110	-0.1655192	-1.4264554	1.1449841	-0.4153255	0.7295898	-2.0115443	1.0915776	-0.7093641	1.0423820	-1.7215163	-0.8820524	-0.1394581	-0.5335278	-0.4631427	-1.6235740	-0.0000124	-1.4290972	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-2.5223197	0.5724290	-0.7813405	1.0737029	0.9084162	0.0340568	0.2411701	0.2387446	1.4555608	1.4893047	0.7118003
0.1487042	1.7454904	0.1795703	0.5209642	-2.1828188	-0.0787955	0.1898181	-1.5544214	-1.8342877	1.4528116	-0.2416110	-0.1655192	-1.6742211	1.0324466	-0.5893439	0.6609634	-2.0115443	1.1116124	-0.7093641	1.4556571	-1.8594221	-1.3554519	1.3995218	-0.5335278	-0.4631427	-0.6210176	1.3797887	-1.4290972	1.7081116	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-2.6834113	0.7500295	-0.7813405	1.4364223	0.6955394	-0.0706684	0.3847441	0.2248094	0.8661541	0.8376835	0.6166640
-0.7695260	0.7263351	-0.5941749	0.4875486	-0.4500534	-0.0088159	0.4179373	-0.7232844	-1.8342877	0.8070687	-0.2416110	-0.1655192	-0.4905333	0.6332946	-1.1010454	0.8370371	-2.0115443	1.0668651	-0.7093641	0.9965431	-1.6638869	-0.3624021	1.0924341	-0.5335278	-0.4631427	-1.1800731	0.5786648	-1.4290972	1.4459892	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.7424211	-2.4550012	0.7695809	0.9734989	-0.9072150	-0.9131378	0.0740233	0.1795846	0.2636959	1.7887705	1.9717142	0.5819153
-0.3914381	0.3359790	0.1525907	0.5330719	0.1158684	-0.1965198	0.4804526	-0.5937127	-0.3159716	0.4957589	-0.2416110	-0.1655192	-0.1300081	0.2194691	0.4139021	0.6352644	0.1675025	0.6373783	-0.7093641	0.5424838	-0.3054380	-0.5709101	1.0794273	-0.5335278	-0.4631427	-0.8648729	0.0573076	0.6922594	1.1019643	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	3.3975921	-0.3663205	-0.0567962	0.2868788	-0.5543941	0.8033074	1.3185041	1.1448570	1.0003307	0.1616372	0.2334625	0.2083313	-0.0399777	-0.0226135	-0.3970038
-0.9679492	0.4282969	0.1189884	0.5042247	-0.6610926	0.0909864	0.7377532	0.3193062	0.2330704	0.8396955	-0.2416110	-0.1655192	-1.2213202	1.2101279	0.2837638	0.7922419	0.7474757	0.5891174	1.2294737	0.5988595	0.1535400	-0.2788735	0.4370552	-0.5335278	-0.4631427	0.7420427	-0.1905128	0.6787203	1.1019643	-0.1128779	1.2020110	-0.2161285	-0.3002999	-0.1390876	-0.2945872	3.1718192	-0.0567962	0.2868788	-0.0182445	1.1131343	1.3609630	1.1448570	1.0428463	0.1634526	0.2127886	0.2181359	-0.0697672	0.1470288	-0.3397530
-0.2495163	-0.0325513	0.3462720	0.5136635	-0.0410187	-0.2998751	1.0914914	0.1238370	0.5409215	0.1746201	-0.2416110	-0.1655192	-0.4954517	0.9988781	0.3604179	0.6911404	1.0081618	-1.5361490	1.6078115	0.3880648	0.1574849	0.4541654	-1.4153507	-0.5335278	-0.4631427	-0.1005233	-0.1912186	0.8374869	1.3293395	-0.1128779	1.1649661	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	0.9424141	-0.4651406	-1.2024273	1.3613280	1.2000520	1.0127605	0.1902281	0.1556285	0.1978218	-0.5141323	-0.1541725	-0.6450953
-1.6364914	0.1749716	-0.1453223	0.4789477	-1.0165281	-0.2226300	0.6751919	-0.0687632	0.0436758	0.9643511	-0.2416110	3.5683264	-1.6843190	1.7786800	0.0792685	0.7542264	0.1852149	0.8768639	0.8365737	0.7572074	0.4123018	0.1632570	-1.0406553	-0.5335278	-0.4631427	-0.0611828	-0.1242935	0.7040421	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-0.4137424	0.9019303	-0.7813405	-0.9072150	-0.9131378	0.1358837	0.2460513	0.2398550	-0.2224927	0.0466190	-0.0816571
-0.2525109	0.7115893	-0.5298930	0.3785763	-0.0563062	-0.0746233	0.3455004	0.2427135	0.3855913	1.0819700	-0.2416110	-0.1655192	-0.3635129	0.3054445	-0.1583302	0.5351708	0.1564496	0.9141007	0.9607313	0.8310229	-0.4488491	-0.0358628	1.3021259	-0.5335278	-0.4631427	-0.1754434	0.1010006	0.6782255	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	-0.1191818	-0.4422384	0.9507982	-0.7813405	1.0737029	1.0263047	0.1347771	0.2667730	0.2489133	0.1105970	0.3938138	0.5305437
0.0036292	-0.1652233	-0.1793150	0.3585997	0.2095163	-1.4959377	0.7918498	0.6055521	0.1710650	0.0344966	-0.2416110	-0.1655192	-0.1388606	0.4670077	0.3370337	0.7695980	1.0856428	-0.7329042	1.2967120	0.5674218	-0.6225328	0.0479228	-1.0323945	-0.5335278	-0.4631427	-0.0704510	0.1574258	-1.4290972	-0.7849217	-0.1128779	1.0200015	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.5407956	-1.2024273	1.1394486	1.4718240	0.7905852	0.1920841	0.1457434	0.2323818	0.3421309	0.6088033	0.1443468
0.2080980	-1.1689970	-0.2125134	0.3058048	0.7620031	-0.9773616	0.4448951	0.6813688	0.7485389	-1.1028887	-0.2416110	-0.1655192	0.6509445	-0.9107321	0.5418374	0.5174241	0.9219804	-0.2930138	1.4047343	0.6628221	-0.0905512	0.3813202	0.3301826	-0.5335278	-0.4631427	0.2897759	-0.0033851	0.6548341	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.3033768	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1923405	0.1495729	0.2396653	0.0431363	0.0905150	0.2989432
0.1693432	0.9308931	-0.3055095	0.3125199	-0.9550851	-0.6317325	-0.2436166	-0.2175455	-0.9148938	1.3050870	-0.2416110	-0.1655192	-1.0892276	0.4792730	0.1146387	0.6228218	-0.0742181	1.0209239	0.1214405	0.9065399	-0.2397951	-1.2287660	0.0077043	-0.5335278	-0.4631427	0.1887166	0.0381669	0.6986831	1.5013737	-0.1128779	1.2338688	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-0.6417340	0.7871639	-0.7813405	-0.9072150	-0.9131378	0.1028166	0.2386729	0.2480961	0.8008678	0.7767072	0.7376814
0.0528359	1.1934021	-0.6691198	0.3834180	-1.9077965	-0.1919093	-0.9903016	-1.8158584	-1.2162744	1.3178133	-0.2416110	-0.1655192	-1.5235895	0.9609329	-2.1066320	0.6685478	-1.9366756	1.1197984	-0.7093641	1.0897576	-1.3513659	-6.9796522	-2.0289867	-0.5335278	-0.4631427	-0.7865746	-0.4902254	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	-0.9894272	-0.8970993	0.8008296	-0.7813405	1.1448570	0.9034452	0.0060072	0.2354411	0.2371095	1.8211712	2.0116363	1.2059035
0.1251759	-0.1247246	-0.1225807	0.3379574	0.1408994	-1.7349832	0.8832112	0.7079249	-0.2997281	0.3858266	0.6221962	-0.1655192	-0.2441512	1.3621048	0.3859003	0.7680185	1.1452939	-1.5361490	1.3612590	0.6066522	-0.9114872	0.0970742	0.8627621	1.8268519	-0.4631427	-0.9575747	0.0598895	0.7328799	-0.7849217	-0.1128779	1.5180143	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.0810272	-1.2024273	1.2624399	1.3163159	0.8496017	0.1918113	0.1433161	0.2347673	0.8456633	1.0595378	0.1020469
0.6358445	1.1077338	-0.1342647	0.5108666	-0.1744267	-0.3142118	-0.8954739	-1.5779725	-1.0022755	0.7044124	-0.2416110	-0.1655192	-0.2821606	0.2799554	-0.6972999	0.6203066	-1.2765458	1.1099089	-0.7093641	0.6571170	-1.7121427	-0.0948075	-0.1492251	-0.5335278	-0.4631427	-1.0308713	0.8153752	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.3185357	0.8244826	-0.7813405	-0.9072150	-0.9131378	0.0815350	0.1017247	0.1990582	1.0851812	1.2795330	1.2124908
0.9041635	1.7567342	0.0178404	0.5226867	0.0969553	-0.2666517	-1.6583570	-0.6634795	-1.1580604	0.4048523	-0.2416110	-0.1655192	-0.2225328	0.3904691	0.0335090	0.7238624	-2.0008645	1.1127677	-0.7093641	0.7608037	-2.1071705	0.4512233	0.2984675	-0.5335278	-0.4631427	-1.0757602	0.8001766	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.7799812	0.8870877	-0.7813405	-0.9072150	-0.9131378	0.0166417	0.2589633	0.1916809	1.9414275	1.9734311	1.4092036
0.5343424	-0.0254745	-0.2545268	0.5135072	-0.5662458	-0.2004722	-0.9697984	-1.2438901	-0.0017832	0.9374431	-0.2416110	-0.1655192	0.4056631	-0.9107321	0.0045835	0.6043534	-1.3657098	1.1099724	-0.7093641	0.7608924	-1.9813626	-1.6834738	-2.0289867	-0.5335278	-0.4631427	-0.2991099	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-1.3192635	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0496261	-0.1763851	0.2090363	1.4272024	1.4622398	1.3173715
1.0625985	0.4644738	0.3028858	0.5190384	-0.2301443	0.7188832	-1.5954299	-1.3829814	-1.1310500	0.6107161	-0.2416110	-0.1655192	-0.6801607	0.9926166	0.2866438	0.6577289	-2.0115443	1.0536016	-0.7093641	0.8162329	-1.9720444	0.1836421	1.5852046	-0.5335278	-0.4631427	-0.9842608	1.1461196	-1.4290972	1.5250301	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.6221358	0.5942884	-0.7813405	0.8020628	1.0351311	-0.0446100	0.1473600	0.1746525	1.4989323	1.4803248	1.5836348
0.0348343	0.8080243	-0.4320162	0.5306234	-0.2546657	0.1476696	-1.0650938	-0.0281702	-0.3617832	1.1867650	-0.2416110	2.4432192	-0.6357448	0.8441862	-0.5923882	0.6582487	-0.5592651	1.0160433	-0.7093641	1.0792386	0.4748397	0.0251986	1.2111732	1.9749641	-0.4631427	0.2681466	-0.1373933	0.8685425	1.4128473	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.7341486	2.5035881	-0.0567962	1.6126971	-0.5560835	0.9081834	1.2962218	1.3950953	0.9345610	-0.0240143	0.0428914	0.2278858	-0.1658447	-0.0183268	0.9740497
0.2205695	-0.6134857	-0.4402773	0.5266056	0.4939008	0.1475416	-0.7475391	-0.1379785	0.5969848	-1.1028887	-0.2416110	-0.1655192	0.4400205	-0.9107321	-0.4769179	0.7606287	-0.7064623	1.0581673	-0.7093641	0.9358597	-0.0439003	0.0974985	1.4484445	-0.5335278	-0.4631427	-0.2368896	0.2178501	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-0.5626403	1.0933924	-0.7813405	-0.9072150	-0.9131378	-0.0158050	0.1956497	0.2166110	-0.2209533	-0.0720249	1.2454124
-0.7346849	-0.6193421	-1.1883166	0.5171380	0.2263430	0.4268065	-0.3436143	0.0485447	-1.8342877	-1.1028887	-0.2416110	-0.1655192	-0.1047740	-0.9107321	-0.4784173	0.7647894	0.0293131	0.9071106	-0.7093641	1.0288010	-1.8170126	0.0557432	2.3755203	-0.5335278	-0.4631427	-0.1878217	-0.4902254	0.6442674	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-1.1272804	0.9161004	-0.7813405	-0.9072150	-0.9131378	0.0484177	0.2010149	0.2656377	-0.0399953	0.0359261	1.3413288
-0.7313802	-0.1498404	-0.8895040	0.5182143	-0.9440395	0.3705295	-0.6034644	0.2312175	-1.4954665	0.8665704	-0.2416110	-0.1655192	-1.3299460	0.4220276	-0.2703466	0.8021511	-1.3467702	0.9768234	-0.7093641	0.9869628	-1.6281530	-2.3205847	-0.2349395	-0.5335278	-0.4631427	-13.8433544	-0.0247838	0.6627487	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-0.9066666	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0392793	0.1776078	0.2533600	0.2225331	0.5484254	0.9703097
-1.1476264	-0.4633306	-1.4365422	0.5041334	0.0985297	0.6566048	0.0074762	0.3297033	-1.8342877	-1.1028887	-0.2416110	-0.1655192	-0.2411776	-0.9107321	-0.1813107	0.7567331	0.5462581	0.7618458	-0.7093641	1.0650150	-1.4601202	0.0499678	-2.0289867	-0.5335278	-0.4631427	0.7453066	-0.0667988	0.5792650	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.0241391	0.9517858	1.2116871	1.0737029	0.9326296	0.0548358	0.1593112	0.2754313	0.0513843	0.3931284	1.1176359
-0.3215824	-0.3837714	-1.0934789	0.5292777	0.9268852	-0.9052198	-0.2516247	0.2656501	0.2742071	-1.1028887	-0.2416110	-0.1655192	0.8292072	-0.9107321	0.1836463	0.7304296	-0.2752201	0.9776668	-0.7093641	0.9981477	0.6507677	0.4011213	1.8157277	1.7755654	2.1987041	2.1746774	-0.1721110	0.6274508	1.5013737	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-0.1351813	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0479576	0.1763946	0.2594858	-1.5104841	-1.3244295	1.2209320
0.1467920	-0.7066412	-0.6314547	0.5392204	0.5932192	-0.1930726	-0.1794836	-1.2973548	0.0199116	-1.1028887	-0.2416110	-0.1655192	0.4466372	-0.9107321	-0.8756552	0.6927621	-2.0115443	1.1119695	-0.7093641	0.9111164	-0.8555866	-0.2634993	0.7829724	-0.5335278	-0.4631427	0.0587210	0.5525286	-1.4290972	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.8130344	-1.2024273	-0.7813405	0.8020628	1.1385499	-0.0084485	0.1029144	0.2167570	0.9347811	1.2760443	1.1408758
-0.6928393	0.0989985	-1.5665262	0.5108437	0.8274031	-0.9759865	-0.0928681	0.1881742	-1.8342877	-1.1028887	-0.2416110	-0.1655192	0.6973818	-0.9107321	-0.1733410	0.7193215	-0.3268411	0.8569629	-0.7093641	1.0358074	-0.9310604	0.4722171	2.1270622	-0.5335278	2.0207070	0.0076145	-0.1789597	0.5311106	-0.7849217	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-0.0923664	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0553556	0.0989103	0.2713875	-1.0328827	-0.7352324	0.8560636
0.1792513	0.1839010	-0.9262259	0.5340792	0.5978987	-0.7354661	-1.4581453	0.6203442	-1.5658627	-1.1028887	-0.2416110	-0.1655192	0.6120441	-0.9107321	0.4976464	0.7832404	-1.8455716	1.0246918	-0.7093641	0.8733340	-1.4933018	0.3890941	2.5675318	-0.5335278	-0.4631427	0.0313764	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.7606650	0.8463643	-0.7813405	-0.9072150	-0.9131378	0.0174926	0.2337089	0.2255783	0.7930530	0.8849825	1.5401328
0.5491432	0.1651639	-0.5069183	0.5515641	-0.2886443	-0.1495308	-1.4837286	-0.3684829	-0.4307859	0.4896770	-0.2416110	-0.1655192	0.1633539	-0.0701610	-0.1112086	0.6256295	-2.0115443	1.0467581	-0.7093641	0.7923610	-0.6129015	-2.6005861	-0.2290277	-0.5335278	-0.4631427	-0.0639292	0.1541949	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2999643	-1.6113193	0.9343948	-0.7813405	-0.9072150	-0.9131378	-0.0201456	0.1073916	0.1898387	1.3129191	1.4694034	1.3730110
0.1322045	0.0490616	-0.7717838	0.5439622	0.3821891	-0.4203397	-0.1945880	-0.1935886	-1.2814555	-0.4333533	-0.2416110	-0.1655192	0.1257088	-0.9107321	0.2384303	0.7632881	-1.0332088	1.0759427	-0.7093641	0.9296648	-0.2057966	-0.4420313	-2.0289867	-0.5335278	-0.4631427	0.9032000	-0.1198533	0.8019371	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.8895032	-1.2024273	-0.7813405	0.9734290	1.1041506	0.0067258	0.2554601	0.2274448	0.4093155	0.6752848	1.6003980
0.7852029	2.4050425	-0.2719818	0.5383371	-1.8711929	1.3129656	-0.5488105	-1.8891537	-1.5758808	1.5159764	-0.2416110	-0.1655192	-0.7465775	1.1137536	-0.7632574	0.2148007	-2.0115443	1.0204717	-0.7093641	1.3408410	-1.5183466	-1.8518721	-0.3421869	-0.5335278	-0.4631427	0.7058790	0.2635691	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.7894422	-1.2299012	-1.2024273	1.2063008	1.5169290	0.6827251	-0.1981683	0.0502992	0.1719634	1.1393757	1.2494846	2.0160718
0.4437024	0.4102642	-0.5358967	0.5560268	-0.6028845	0.4750811	-0.6362909	-0.5842034	-0.3032802	0.9663616	-0.2416110	-0.1655192	-0.7410050	0.2855877	0.0074615	0.6292302	-1.4886312	1.0828476	-0.7093641	0.8344381	-1.3959181	-2.3482665	-2.0289867	-0.5335278	-0.4631427	0.0973190	-0.0820028	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.9491423	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0146178	0.1124323	0.1986748	1.0435451	1.2427888	1.3773394
-0.2101996	-0.0957564	-1.3213984	0.5215982	1.0938045	-0.7415487	-0.9638880	0.8087539	-1.8342877	-1.1028887	-0.2416110	6.4359371	1.0584920	-0.9107321	0.5893202	0.7767080	-0.8749495	0.9081115	-0.7093641	0.9535367	-1.0072290	0.4722171	1.0031179	-0.5335278	-0.4631427	0.3605166	0.0888759	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.4951001	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0455955	0.1720769	0.2534227	-0.0249715	0.3492109	1.4399000
0.0505847	0.7084516	-1.2047392	0.5148042	0.8317963	-0.0871868	-1.4376430	0.4342828	-1.8342877	-1.1028887	-0.2416110	-0.1655192	0.6359021	-0.9107321	0.5372561	0.8110181	-2.0115443	1.0055416	-0.7093641	0.8747360	-1.9785609	0.4337284	-2.0289867	-0.5335278	-0.4631427	-0.7016914	0.4502665	0.5285317	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.6297480	0.8999473	-0.7813405	-0.9072150	-0.9131378	0.0079880	0.1584139	0.2214624	0.5579796	0.9292906	1.3265937
-0.2351234	1.3188638	-0.2495007	0.1884579	-1.5053584	-0.6421706	0.6074784	-1.5737446	-0.6019589	1.5237288	-0.2416110	-0.1655192	-0.8540514	0.8250770	-0.7772962	0.3602929	-0.3579243	1.0548987	-0.7093641	0.8693413	-0.3489272	0.4658541	-0.4785813	-0.5335278	-0.4631427	-0.2896601	-0.0879934	0.7879307	1.3293395	-0.1128779	0.9627205	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.6051955	0.9607893	-0.7813405	0.9734290	1.0908923	0.0520884	0.1851975	0.2179828	2.2793152	2.3624722	1.0385952
-0.2436565	-0.2227776	-0.3413788	0.2236139	0.0802804	-0.1665461	0.5861069	0.2115369	0.4486860	0.9234826	-0.2416110	-0.1655192	-0.1027216	-0.2747821	0.3994173	0.1222147	0.8852207	0.6458217	-0.7093641	0.7438441	-0.1224933	0.3629025	0.3700943	-0.5335278	-0.4631427	0.5551290	0.1321841	0.8100889	0.9300293	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.3406895	0.8484566	1.1857061	0.8020628	1.2064572	0.1740404	0.1663160	0.2467635	2.2793152	2.3624722	0.4430541
-1.5702363	0.4054612	-0.8301267	0.0077123	0.5434085	-0.9077880	1.1638009	0.3012971	0.5976161	0.9439829	-0.2416110	-0.1655192	0.3751229	-0.1656393	0.4171931	0.2190054	0.6844579	0.6349111	-0.7093641	0.7657965	0.5326266	-0.0178458	-0.3504341	-0.5335278	-0.4631427	0.4891547	0.0324777	0.6743434	-0.7849217	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	0.2605614	-1.2024273	1.3960315	0.8020628	1.2671417	0.1576190	0.1631390	0.2435606	0.9037072	0.9475025	0.5720946
-0.3457270	-0.4475507	-0.6174801	0.2007772	1.0606458	-0.6170339	0.9949811	0.4509469	0.3878491	-1.1028887	-0.2416110	-0.1655192	1.0160794	-0.9107321	0.5759970	0.0910716	1.1154737	-1.5361490	-0.2202104	0.7304546	-0.4805681	-0.0257923	0.8525330	-0.5335278	-0.4631427	-0.5325753	0.3871328	-1.4290972	-0.7849217	-0.1128779	1.3091461	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.7589701	-1.2024273	1.1525814	0.8020628	1.1732883	0.1917056	0.1413310	0.2503076	0.9037072	0.9475025	0.2594939
-1.0385697	-0.0776613	-0.7838817	0.1878726	0.1704615	-1.2439156	1.4958175	0.0770164	0.3461573	0.2466757	-0.2416110	-0.1655192	-0.3001206	2.2010780	0.3632945	0.2764035	1.0998184	-1.5361490	1.3602779	0.7221693	0.4690052	0.2155166	0.9567591	-0.5335278	-0.4631427	0.2641958	0.2116931	0.8679716	-0.7849217	-0.1128779	1.3764966	4.0728408	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	1.1275793	-0.2287747	-1.2024273	1.2956820	1.7793877	0.7220440	0.1911097	0.1341434	0.2525974	-0.0727599	0.1042564	-0.0676716
-0.0071676	0.0311885	-0.3908775	0.2890012	0.2441243	-1.1656370	1.1618976	0.4842091	-0.0033602	0.4584898	2.7433820	-0.1655192	-0.4360548	2.0393509	0.2956963	0.3015685	1.0906756	-1.5361490	1.3875215	0.6676944	0.2404623	-0.3884929	-0.4715143	-0.5335278	-0.4631427	-0.0443359	0.2966270	-1.4290972	-0.7849217	-0.1128779	1.4153907	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.5035881	-0.0567962	0.9424141	-0.3682116	-1.2024273	1.3690040	1.0737029	1.0901564	0.1909147	0.1478383	0.2450433	0.0541347	0.2003141	0.0525922
-1.8079181	1.4075494	-1.7799274	-0.1688291	-0.3691840	0.1016072	1.0999048	0.2743458	0.5447410	1.2967719	-0.2416110	-0.1655192	-0.0341847	-0.1677004	0.1256543	-0.0356499	0.3890598	0.7655612	-0.3482049	0.9075524	0.4344117	0.4085966	-0.2551444	-0.5335278	-0.4631427	0.9322327	0.1454781	0.6647323	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	-0.2691848	-1.2024273	1.3869458	0.9734290	1.1634538	0.1059494	-0.0083885	0.2298247	1.2041994	1.0930926	0.3567724
-2.4744478	-1.1068146	-1.3431679	0.0524088	0.5378015	-1.1555948	1.4870020	0.8658111	0.9852909	-1.1028887	-0.2416110	-0.1655192	0.3392058	-0.9107321	0.5081518	0.1298703	1.1213765	-1.5361490	1.2334534	0.7794099	-0.0170462	0.4264713	0.2402522	-0.5335278	-0.4631427	0.3395492	-0.0228650	0.5883844	-0.7849217	-0.1128779	1.1038182	-0.2161285	-0.3002999	-0.1390876	-0.2945872	2.7913150	-0.0567962	-0.2706541	0.1664965	-1.2024273	1.2507186	0.9734290	1.1216348	0.1932888	0.1412454	0.2592997	1.2041994	1.0930926	0.0338106
-1.9402202	1.0904937	-1.2602576	-0.2344138	-0.4919612	-0.1221737	1.1892987	-0.1251100	0.4419535	1.2859557	-0.2416110	-0.1655192	-0.7821291	1.5728313	-0.0489594	0.2526965	0.6748913	0.8038975	1.6012794	0.8406932	0.2546684	0.4722171	-0.4841341	-0.5335278	-0.4631427	0.3009376	0.1165374	0.6149737	0.9300293	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.7136924	-1.2024273	-0.7813405	1.1448570	1.0522140	0.1086286	0.0533381	0.2250923	0.0130835	-0.0249593	0.2084718
-2.9504107	0.3912603	-1.7161810	-0.1732196	-0.5533569	-0.4205119	1.2321353	-0.2952849	0.4406857	1.0777656	0.0054275	-0.1655192	-0.9880861	1.8972118	0.2397754	0.2269032	0.6349056	0.6254789	1.3631903	0.7301617	0.3026440	0.4190232	-0.5261220	-0.5335278	-0.4631427	0.3334239	0.2728348	0.8516918	-0.7849217	-0.1128779	1.1511472	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	0.1559298	-1.2024273	1.3747563	1.4547558	0.8857003	0.1584638	0.1468302	0.2404753	0.2104151	0.2995008	0.2245025
-0.2046111	2.1410330	-0.4914229	0.0146430	-1.2534400	-0.4038573	0.7115023	-0.7997628	-0.3665419	1.5775070	-0.2416110	-0.1655192	-0.3062576	0.4449104	-1.1171062	-0.0316366	-0.3078661	1.0263877	-0.7093641	0.7956844	0.8757141	0.3166567	0.1590269	2.0177927	2.1091107	-0.1518661	0.0115807	0.5620805	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.0187687	-0.3674867	-1.2024273	-0.7813405	1.2000520	1.0792909	-0.0082173	0.1134706	0.1696677	-0.9532477	-0.9040243	1.0613744
-1.5799139	1.2836469	-1.5830239	-0.0541857	0.1968936	-0.1314011	1.1735675	0.3923679	0.5616588	1.2508727	-0.2416110	-0.1655192	0.2949867	-0.5501020	0.1311559	-0.0717731	0.6013682	0.6833364	-0.7093641	0.8231767	0.1612009	0.3007252	0.0331173	-0.5335278	-0.4631427	0.2376469	0.0447600	0.6794700	-0.7849217	-0.1128779	1.1903190	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.0092954	-1.2024273	1.2672078	1.0737029	1.0828144	0.1279208	0.0405937	0.2332856	0.0347698	-0.0795840	0.3532525
0.8454470	2.6626746	0.2146233	0.3067218	-4.3604364	0.3492961	-0.3509376	-1.9133385	-1.0999024	1.6090951	-0.2416110	-0.1655192	-1.2359055	1.2657077	-1.7635260	-0.0122733	-0.5332290	0.9722230	-0.2375892	0.5662612	-2.8891993	-0.9149748	1.4135238	-0.5335278	-0.4631427	-1.6053033	-0.4902254	-1.4290972	1.7822033	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-2.6934927	0.8088933	-0.7813405	-0.9072150	-0.9131378	-0.1020636	0.1467890	0.0987725	0.7118706	0.8047603	1.4684687
0.6774634	2.0683585	0.0653740	0.3609622	-3.5896322	0.2372918	0.0891132	-1.8954293	-1.8342877	1.5957381	-0.2416110	-0.1655192	-1.0138618	1.3466789	-1.4377562	0.1414441	-1.2675755	1.0146924	-0.7093641	1.1622913	-2.6295741	-0.8110854	1.0088828	-0.5335278	-0.4631427	-1.1425191	-0.4902254	-1.4290972	1.7656491	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-2.6554936	-1.2024273	-0.7813405	0.8020628	0.9742233	-0.1608672	0.1864988	0.1590762	1.5178702	1.5743286	1.8903981
1.0761251	2.0771093	0.4965029	0.4064387	-2.2889960	0.7585214	-0.3225738	-0.8409970	-1.2258000	1.5397948	-0.2416110	-0.1003978	-0.7300164	1.1778607	-1.1270119	0.1200419	-0.7618636	1.0057574	-0.7093641	0.7435623	-0.8374147	-4.1009582	0.0080220	-0.5335278	-0.4631427	-0.6204351	-0.1958772	-1.4290972	1.4128473	-0.1128779	1.2338688	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	-1.4895730	1.0140496	1.2692922	0.9734290	1.0456431	-0.1033161	0.0960201	0.1248444	1.5852749	1.3690031	1.8398375
-1.9252305	1.5047876	-1.5960242	-0.2256566	-0.4693185	0.0557596	0.8749191	-0.2211870	0.1750375	1.2187971	0.7294454	-0.1655192	-0.4090158	0.7554944	0.2200280	0.4405120	0.3103279	0.8291151	0.9545813	0.8386991	0.4751926	-0.9534412	-0.2952334	-0.5335278	-0.4631427	-0.6456764	0.0490544	0.7686500	1.1019643	-0.1128779	1.4671485	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	1.7555135	-0.6540355	-1.2024273	1.2962544	1.0737029	1.1118998	0.0968532	0.1143099	0.2135811	0.1695414	0.3161880	0.3100135
-1.9746277	0.3160382	-1.4861594	-0.0419110	-0.2998675	-0.8280897	0.6272238	0.5891689	0.6015498	0.3774822	1.4775388	-0.1655192	-1.1900212	2.0921275	0.2513279	0.1096461	1.0011291	-1.5361490	1.6750435	0.5665519	0.4026971	0.0994172	-0.6106058	1.9672565	2.1707897	-0.3853657	0.1560548	0.6616288	-0.7849217	-0.1128779	1.0855736	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	-0.3062318	-1.2024273	1.1950841	-0.9072150	-0.9131378	0.1937564	0.1227563	0.2313569	-0.3751956	-0.3164552	-0.0832737
-0.7622522	2.6364673	-0.9932544	-0.1160798	-0.4751567	1.0890655	0.2986765	-0.3047749	-0.2647624	1.4231332	-0.2416110	-0.1655192	-0.4260562	0.1452782	-0.1988672	0.2045626	-0.3518766	0.8575409	0.9127546	1.1298698	0.1984938	0.3270754	-0.9044103	-0.5335278	-0.4631427	-0.4285618	-0.3351142	0.5417190	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-0.4172366	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0339958	0.2590789	0.1732721	-0.2203113	-0.4170063	0.7851246
-1.9350335	-0.8105289	-1.8352774	-0.0169967	0.7736203	-0.5337564	0.1640162	0.8103496	0.5778471	-1.1028887	-0.2416110	-0.1655192	0.3763252	-0.9107321	0.5221973	0.0386187	1.0022442	-0.3315817	1.9243347	0.5832158	-0.6941134	0.4722171	-0.9881824	-0.5335278	-0.4631427	-0.5233999	0.1818162	0.7541516	-0.7849217	-0.1128779	1.1511472	-0.2161285	3.2663609	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.6244115	0.9262745	1.2825486	-0.9072150	-0.9131378	0.1956819	0.1195271	0.2248298	-0.0271773	-0.2013111	-0.0912557
-2.3233631	0.3536715	-0.9960537	-0.0330259	-0.4276529	-0.2586634	-0.0853526	0.3181395	0.0028939	0.8862984	-0.2416110	-0.1655192	-0.9272304	2.0539713	0.2629432	0.3519065	0.7967312	0.4053826	1.2806862	0.4916437	0.1303150	-1.0254756	-0.3707258	-0.5335278	-0.4631427	-0.2521277	0.3400281	0.8348282	-0.7849217	-0.1128779	1.1038182	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.0453744	-1.2024273	1.0936208	-0.9072150	-0.9131378	0.1756627	0.0574482	0.2037379	0.4182729	0.4058604	-0.1909904
-1.2005533	0.9952578	-0.0733189	0.1008958	-2.2296097	-0.0378202	-0.5065870	-0.2824515	-0.2578618	1.4192844	2.1307990	-0.1655192	-1.8981181	2.2963456	-0.4804247	0.2956779	0.4115599	0.6178502	0.2490591	0.3173930	0.8238686	0.2504188	-0.0389873	-0.5335278	-0.4631427	-0.3407485	-0.2033376	0.5444631	1.3293395	-0.1128779	1.1903190	-0.2161285	-0.3002999	-0.1390876	3.0611569	-0.3663205	-0.0567962	0.4087838	0.6808294	1.1801599	1.2732518	-0.9072150	-0.9131378	0.1520592	0.0508785	0.1676905	-1.1192069	-0.9815600	-0.4344101
0.8974067	1.0783870	0.7280538	0.0551546	-2.2155146	1.0189422	-0.1317300	-0.0650421	-0.6631355	1.4333118	0.7227559	-0.1655192	-2.3222542	2.5775670	-0.3611494	-0.2610353	-0.0044301	0.6633651	-0.7093641	-0.0393374	0.7213924	0.3612515	-0.5217338	-0.5335278	-0.4631427	-0.3362117	0.0556294	0.7342890	-0.7849217	-0.1128779	1.1511472	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	2.0187687	-0.5477558	0.9657060	1.1941553	1.2451515	1.0401155	0.1065775	0.0490094	0.0827027	-2.4065566	-2.1824758	-0.5745586
0.2296045	2.0589489	0.2168708	0.2660623	-2.8719469	1.3958597	-0.2513997	-1.3572750	-0.8213117	1.5352699	-0.0764332	0.5000297	-1.0624981	1.6316868	-1.4673450	-0.3741262	-0.5757138	0.8019483	-0.7093641	0.0179370	0.0115037	0.3374164	0.2060381	1.9254623	2.1267702	0.3588815	0.0896219	0.6233475	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	1.0086802	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0726383	0.0685667	0.0751814	-4.0504579	-4.2534041	-0.0437779
-0.5406939	2.0507092	-0.1047086	0.1845658	-2.6666151	1.1431651	-0.0417644	-0.7140439	-0.9896484	1.5256132	1.6437887	-0.1655192	-0.9350631	1.6036239	-0.6873557	-0.0202084	-0.0207110	0.9091415	-0.7093641	0.2695248	-0.2866784	0.3438646	0.0601876	-0.5335278	-0.4631427	-0.5344911	0.3088547	0.5941682	-0.7849217	-0.1128779	0.8860332	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.3466030	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0637869	0.0814536	0.1101682	-0.4638871	-0.3736008	0.0733972
-0.2815775	2.9084469	-0.4451256	0.1262641	-1.7193024	0.6469643	-0.0369639	-0.9875809	-1.1241351	1.5435711	-0.2416110	-0.1655192	-1.3241360	1.2018170	-0.7558737	-0.0059815	-0.2721683	0.9350062	0.6723496	0.5098580	-0.0428969	-0.0701645	0.2715762	-0.5335278	-0.4631427	-0.2362101	0.1066249	0.6594975	1.1019643	-0.1128779	0.8351781	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-0.4117299	-1.2024273	1.1538633	0.8020628	1.2138303	0.0022803	0.1459084	0.1276585	-0.3968377	-0.5569069	0.8171499
-2.1612322	0.5579597	-1.3054614	-0.0981992	-0.1552496	0.0774635	-0.8796477	0.3396157	-0.1940734	1.1735919	-0.2416110	-0.1655192	-0.5628180	0.1294368	0.2344033	-0.0704428	0.7545328	0.4158973	1.5659855	0.5139204	-0.8152223	0.0147622	-0.9094105	-0.5335278	-0.4631427	1.1819940	0.0318979	0.7423002	1.1019643	-0.1128779	1.0657407	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.5360886	-1.2024273	1.1768812	0.8020628	1.1422889	0.1660480	0.0375773	0.1993622	0.4900041	0.3442476	-0.0384379
-0.5495342	-0.0599540	-2.0581620	0.4996098	0.9649346	-0.4327076	-0.3871671	-0.0069981	-1.8342877	-1.1028887	-0.2416110	-0.1655192	1.0657835	-0.9107321	0.6154039	0.8794826	-0.5401662	0.9983726	-0.7093641	0.9862365	-0.6269993	0.1322217	-1.0296854	-0.5335278	-0.4631427	0.6179860	-0.2309700	-1.4290972	1.5466270	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-0.5460131	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0354814	0.1880805	0.2541929	0.4381317	0.7315823	1.5237845
-1.0054885	-0.5354503	-2.6344263	0.4876552	0.6872680	-0.8143636	0.0645566	0.9340293	-0.1401824	-1.1028887	-0.2416110	-0.1655192	0.6139366	-0.9107321	0.5710228	1.0102693	0.1807069	0.7608857	-0.7093641	1.0646746	-0.6240201	0.4722171	2.4809131	1.6846493	-0.4631427	0.2155243	-0.4902254	0.7610107	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.3127380	1.0353867	-0.7813405	-0.9072150	-0.9131378	0.0545403	0.1601588	0.2764360	-0.0757977	0.1964491	1.1328236
-1.5573770	-0.1631801	-2.0329389	0.4839737	0.1408101	0.4479413	0.3294978	0.8678196	-1.8342877	-0.8045439	-0.2416110	-0.1655192	-0.0043669	-0.9107321	0.4883181	1.0254400	0.2050988	0.8378506	-0.7093641	1.0721664	-0.9430228	-0.1725889	-2.0289867	-0.5335278	-0.4631427	0.4039933	-0.4902254	-1.4290972	1.3745886	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.4200984	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0539155	0.1707803	0.2768673	0.3210852	0.5751545	1.2397838
-2.1204555	-0.3275094	-1.4664031	0.4878309	-1.0246862	0.7211140	0.2898713	0.8223083	-0.1249168	0.8972030	-0.2416110	-0.1655192	-1.4531093	0.3900704	0.4338016	0.8618746	-0.7586125	0.9833997	-0.7093641	1.0533273	-1.1877004	0.0647466	-0.6335829	-0.5335278	-0.4631427	0.2383119	-0.1282065	0.7058503	1.3293395	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-0.7059155	0.8769211	-0.7813405	-0.9072150	-0.9131378	0.0434194	0.1341305	0.2674290	1.0177054	1.3837334	0.9259522
-1.3590013	0.8150408	-0.9246934	0.4943603	-0.7110292	-0.1237098	0.2118275	0.7031211	-0.9090421	0.9854544	-0.2416110	-0.1655192	-0.7497958	0.8545289	0.3546173	0.9011794	-1.5975756	1.0069672	-0.7093641	1.0158751	-1.5584833	-2.7593055	-2.0289867	-0.5335278	-0.4631427	-0.7042217	0.2787373	-1.4290972	1.3745886	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-1.4043188	0.7377433	-0.7813405	-0.9072150	-0.9131378	0.0552449	0.1670028	0.2622731	1.1630976	1.3311517	0.8640812
-1.4904703	0.8009565	-1.1227699	0.4415593	-1.2897694	0.1883765	0.5662664	0.5621831	-0.8609766	1.1749750	-0.2416110	-0.1655192	-1.1177880	0.6144054	0.1664831	0.5189745	-0.9161506	1.0255560	-0.7093641	1.0589153	-1.2118969	0.4722171	-0.6138046	-0.5335278	-0.4631427	-0.6921344	-0.1230753	-1.4290972	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.4319463	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0092492	0.0962669	0.2462605	0.5766241	0.5838983	0.8255396
-1.4481464	-0.2504807	-2.0698429	0.4596745	0.1577396	-1.0741362	0.4961940	0.8848998	0.6779312	-1.1028887	-0.2416110	-0.1655192	0.4445900	-0.9107321	0.5616206	0.9022560	0.1896822	0.7694511	-0.7093641	1.0726783	-0.9719467	0.4722171	-0.7997315	-0.5335278	-0.4631427	1.0758694	-0.4902254	-1.4290972	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	0.2438822	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0538584	0.1333357	0.2764475	-0.1777184	0.3480162	0.9584937
-0.9768821	-1.0234056	-2.9675353	0.4687379	0.5040914	-1.5730682	0.2916186	0.3226319	1.8026076	-1.1028887	-0.2416110	-0.1655192	0.8079428	-0.9107321	0.0974325	1.1148852	0.5430045	0.4184357	1.3456566	1.0977918	-0.5771548	0.4722171	2.7739617	1.7534740	2.0605307	0.2472588	-0.2387174	0.5335736	1.2025710	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.2579929	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0573825	0.1351692	0.2831424	-1.5699275	-1.0983742	0.9396756
-0.7761213	-0.9502662	-3.3779540	0.4813448	0.6369886	-1.2360213	0.0195669	0.0806468	1.3566072	-1.1028887	-0.2416110	-0.1655192	0.9266269	-0.9107321	0.2528907	0.9871414	0.4451884	0.6300975	-0.7093641	1.0749535	0.0903161	0.4674947	2.3883764	1.7609674	1.9535172	0.4122487	-0.1790021	0.4726795	1.1019643	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	-0.2561187	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0473723	0.2324471	0.2742546	-1.9912146	-1.6831730	1.8088067
-0.4467784	-0.1304841	-2.1365542	0.4725136	0.0263639	-0.4989012	-0.0094797	0.4549492	0.3264804	-1.1028887	-0.2416110	-0.1655192	0.8130078	-0.9107321	0.5174635	0.6618400	-0.0190619	0.8530185	-0.7093641	1.0067877	-1.0537989	0.4722171	-0.7388226	-0.5335278	-0.4631427	-0.0754968	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.8147789	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0059992	0.1907663	0.2338326	0.0351014	0.4708364	1.6044086
-0.7603511	-0.7442348	-2.0605149	0.4553201	0.2840606	-0.4092488	0.3310121	0.5478159	0.6523650	-1.1028887	-0.2416110	-0.1655192	0.8429266	-0.9107321	0.5650399	0.7334016	0.1089150	0.5862818	-0.7093641	1.0296626	-0.9578803	0.4529728	0.9301899	-0.5335278	-0.4631427	0.3939326	0.0737914	-1.4290972	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.1352207	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0395981	0.1888022	0.2628032	0.4914086	0.6378340	1.2666859
0.5413443	0.3231869	0.4537463	0.3620928	-1.0591489	-0.4465242	0.2029967	0.4717418	-0.4285668	1.3049815	-0.2416110	-0.1655192	-0.8186147	1.4416558	0.0460843	0.2152738	0.3562475	0.7356837	-0.7093641	0.3321365	-1.5375865	-0.3222145	-2.0289867	-0.5335278	-0.4631427	-0.4030894	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-1.3799085	0.7822096	-0.7813405	1.0737029	0.9254538	0.1138450	0.0667872	0.1592132	0.7249337	0.9019251	0.4631133
-0.1312987	1.6529522	-1.0825787	0.4238339	-0.9802448	-0.2287247	-0.4085659	0.2797780	0.3321016	1.1007871	-0.2416110	-0.1655192	-0.6344635	0.7113443	-0.0112938	0.2236571	-1.1548233	1.0501090	-0.7093641	1.0862975	-0.6184503	0.1496462	-1.0348648	-0.5335278	-0.4631427	-0.0676866	-0.4902254	-1.4290972	1.5250301	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	-0.9200355	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0568285	0.1506847	0.2104821	0.9052318	1.1768113	1.2926248
-0.3914491	-0.0028361	-1.6104735	0.4496314	-0.4412054	0.0982934	0.1499631	0.6016421	0.6419248	0.7414963	-0.2416110	-0.1655192	0.3506506	-0.9107321	0.1943014	0.2883601	-1.1090043	0.8387854	-0.7093641	1.0426989	-2.0522125	0.4519923	-2.0289867	-0.5335278	-0.4631427	-0.3470853	-0.4902254	-1.4290972	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	3.1718192	17.5500207	-2.0024503	-1.0180176	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0414663	0.3076818	0.2162206	0.3727575	0.4382325	1.7005549
-0.3439600	-0.2649639	-1.7981963	0.4648510	-0.7869329	0.3455121	-0.0161625	0.4998077	-0.0369271	0.2817944	-0.2416110	-0.1655192	0.5273779	-0.9107321	0.1047347	0.2294789	-2.0115443	0.9796715	-0.7093641	0.9810200	-1.8723867	-1.9673380	-2.0289867	-0.5335278	-0.4631427	-0.2253178	0.0422366	-1.4290972	0.9300293	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-1.1919649	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0644544	0.0846788	0.1955907	0.6865926	1.0413558	1.2780370
-0.2821905	-0.0828897	-1.8693886	0.4828619	0.3744599	-0.1751616	-0.3098209	-0.2092077	-0.1995293	-1.1028887	-0.2416110	-0.1655192	0.7459228	-0.9107321	0.6103755	0.2729150	-2.0115443	1.0436560	-0.7093641	0.8918786	-1.9110881	0.3986433	0.0669002	-0.5335278	-0.4631427	-0.2515241	0.4211483	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	-1.5509306	-1.2024273	1.1699692	-0.9072150	-0.9131378	-0.0425282	0.1827257	0.1955978	0.9182579	1.1199824	1.4531953
-0.2383467	-0.2136282	-1.6848088	0.5007064	0.9338713	-0.6652146	-0.7444293	0.5222550	-1.8342877	-1.1028887	-0.2416110	-0.1655192	1.0422697	-0.9107321	0.6138672	0.3933328	-2.0115443	1.0614667	-0.7093641	0.8589653	-1.4231828	0.3929629	-0.4308204	-0.5335278	-0.4631427	-0.3256220	0.4686721	-1.4290972	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	-1.4760639	0.9554791	-0.7813405	1.0737029	0.9360511	-0.0114937	-0.0014657	0.2084309	0.9815459	1.3303870	0.7453766
0.3368623	0.6952033	-0.8452491	0.5099312	-0.4220728	0.4222255	-1.2791059	-0.2238565	-1.8342877	1.0839121	-0.2416110	-0.1655192	-1.0602555	1.4658206	0.1106622	0.2924248	-2.0115443	1.0314645	-0.7093641	1.0520432	-2.1996042	0.2028807	-2.0289867	-0.5335278	-0.4631427	0.2445709	0.1436202	-1.4290972	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	-1.1901912	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.0931110	0.2700449	0.1880802	1.4008772	1.8092956	1.6530824
0.0594925	0.1284192	-1.2320457	0.4832839	0.1431055	-0.8088950	-0.9997191	0.4416511	-1.7130849	0.4527592	-0.2416110	-0.1655192	-0.2225604	0.0601965	0.4820881	0.2803803	-2.0115443	1.0516005	-0.7093641	0.9511184	-1.4986810	-0.6306188	0.8481720	-0.5335278	-0.4631427	0.0277340	-0.0574438	-1.4290972	1.2739612	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	-1.7669485	0.9479301	-0.7813405	-0.9072150	-0.9131378	-0.0629356	0.0759483	0.1919216	0.7927536	1.1867849	1.2909776
0.2658214	0.9802481	-0.8072341	0.4450427	-1.7997481	-0.0064442	-0.3493130	0.0263578	-0.8757069	1.3309516	0.0859009	-0.1655192	-1.7133351	2.0642561	-0.3338897	0.2767065	-2.0115443	1.0625536	-0.7093641	1.3326404	-1.0281258	-2.4371200	0.2281415	-0.5335278	-0.4631427	-0.7495735	0.0953564	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	-1.8500945	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.2064137	0.1377275	0.1689898	1.4721826	1.8195261	1.9061006
0.6091913	2.1095758	-0.4354194	0.4669612	-2.3381108	0.0873047	-0.1418447	-0.7312893	-1.8342877	1.5239734	0.0963469	-0.1655192	-1.4960979	1.7820540	-0.9521232	0.0227482	-1.5104260	1.0211071	-0.7093641	1.4448660	-1.9963954	0.4332593	-2.0289867	-0.5335278	-0.4631427	-0.3092892	0.0790652	-1.4290972	1.5013737	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	3.8425103	2.7913150	-0.0567962	-2.0024503	-0.9528156	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-0.2414716	0.1562429	0.1660677	0.9373780	0.9897465	2.0280102
0.5902782	-2.5533066	-1.4025912	0.1783769	0.3210695	0.2745653	-0.2559874	-3.1684987	2.0890393	-1.1028887	-0.2416110	-0.1655192	0.0557818	-0.9107321	-4.4973391	-0.4283077	0.5847788	-1.5361490	1.1206691	0.1625915	1.0201525	0.4722171	0.2209674	1.7799082	-0.4631427	0.6374006	0.1493289	0.4900282	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.0236306	1.1753958	-1.2024273	-0.7813405	0.9734290	1.2177117	0.1904056	0.1396591	0.1999183	-0.7593915	-0.6743961	0.5477946
0.5858398	-3.1326851	-1.4161891	0.1685119	0.2613503	0.0083468	-0.3754685	-3.1684987	2.2234056	-1.1028887	-0.2416110	-0.1655192	-0.0300968	-0.9107321	-4.4973391	-0.3981190	1.0208962	-1.5361490	-0.7093641	0.6082224	1.1491198	0.4722171	0.8364492	1.6432951	1.9879787	0.3202506	-0.2547672	0.5260780	-0.7849217	-0.1128779	1.1207102	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.9424141	0.6932267	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1909078	0.1395891	0.2005813	-1.9794532	-1.8250780	0.5393370
0.4884342	-1.8662739	-1.1785833	0.1715819	0.6869028	-0.8777165	-0.2709023	-0.0317195	1.9458476	-1.1028887	-0.2416110	3.6550670	0.5204188	-0.9107321	-0.5781738	0.2254180	1.0733755	-1.5361490	1.7422431	0.3191340	2.8854252	0.4722171	0.4406788	1.7775787	2.2680402	0.8615332	-0.3164328	0.4839445	-0.7849217	-0.1128779	1.1038182	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.4087838	3.0890179	1.3862932	-0.7813405	1.2451515	1.2405723	0.1877254	0.1354449	0.1757346	-1.0989545	-0.9065947	0.5804305
0.6238754	-2.5902245	-1.5665608	0.1282273	0.1034284	-0.8638655	-0.8700352	-3.1684987	2.2234056	-1.1028887	-0.2416110	-0.1655192	-0.2905013	-0.9107321	-4.4973391	-0.0859762	1.1231404	-1.5361490	-0.7093641	0.5912274	2.2771091	0.4722171	0.3343707	1.7521429	2.0000012	0.7970767	-0.4119425	0.4324275	-0.7849217	-0.1128779	0.9275866	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	2.2983618	-1.2024273	-0.7813405	1.0737029	1.2788134	0.1972650	0.1472603	0.1986399	-1.4972660	-1.4182183	0.2292144
0.6652263	-3.3067164	-1.6651976	0.1553409	-0.2175270	-0.3211708	-0.3556212	-3.1684987	2.2234056	-1.1028887	-0.2416110	-0.1655192	-0.6213664	-0.9107321	-4.4973391	-0.4355486	1.0782838	-1.5361490	-0.7093641	0.6819980	1.5475683	0.4722171	0.3058943	1.8362562	2.1847119	0.3898740	-0.1983275	0.4931326	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.1275793	1.0311373	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1954261	0.1538346	0.2141836	-0.7514627	-0.5919631	0.3036912
0.6355611	-1.0206880	-1.4893404	0.1802638	0.2557789	0.3645321	-0.1536721	-3.1684987	1.9806745	-1.1028887	-0.2416110	3.6465053	-0.0171365	-0.9107321	-4.4973391	-0.4170334	0.7922429	-1.5361490	-0.7093641	-0.0007711	0.1438521	0.4722171	2.7625164	1.6575899	1.7441541	0.0440211	-0.1887736	0.3610116	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.1191818	0.2501188	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1919070	0.1283863	0.2056831	-3.1374974	-3.0810695	0.6439876
0.5479931	1.5996572	1.0546066	0.3126839	1.4268487	0.0491545	0.1148625	-1.5128687	-0.3055450	-1.1028887	5.6170694	1.9898242	1.6955342	-0.9107321	-2.1975791	-1.7921787	0.6648735	-1.5361490	-0.1482289	-1.2590657	0.5880687	0.4722171	0.2308868	1.8779640	1.9618372	1.0362803	-0.0682139	0.5213883	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	0.8733553	-1.2024273	-0.7813405	1.0737029	1.1223556	0.1834027	0.1540004	-0.0262824	-3.9722829	-3.8691512	-0.3112211
0.6958488	-3.7152365	-1.7272627	0.1615486	-0.1395004	-0.1759621	-0.2111284	-3.1684987	2.2234056	-1.1028887	-0.2416110	-0.1655192	-0.5094004	-0.9107321	-4.4973391	-0.3007111	0.9606534	-1.5361490	-0.7093641	0.7124836	1.0472000	0.4722171	1.5005225	1.8631988	2.1284073	0.2512365	0.1930706	0.5161044	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.7424211	0.7119164	-1.2024273	-0.7813405	1.1448570	1.1256271	0.1939543	0.1587459	0.2188705	-1.4927196	-1.2101909	0.4398175
0.7295890	-3.3075801	-1.7554381	0.1706703	0.0353180	-0.0915837	-0.0520288	-3.1684987	2.1891348	-1.1028887	-0.2416110	7.2081800	-0.3004423	-0.9107321	-4.4973391	-0.5564927	0.5444993	-1.5361490	-0.7093641	0.6470038	0.5083350	0.4722171	0.8991640	-0.5335278	2.0677709	0.2908276	-0.2484117	0.5550592	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.1191818	0.6758856	-1.2024273	-0.7813405	1.0737029	1.1149698	-7.7955680	-7.8028518	-7.7819186	0.9642224	1.2098825	1.1056816
0.7930776	2.4485886	-0.3182225	0.3723319	1.8187791	2.2868558	1.2022020	-3.1684987	1.9055459	-1.1028887	-0.2416110	-0.1655192	2.0294456	-0.9107321	-0.9929835	-8.3073542	-2.0115443	-1.5361490	-0.7093641	-4.5036318	-0.8917244	0.4722171	0.0689226	-0.5335278	-0.4631427	-0.6572105	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.7211713	0.8326675	-1.2024273	-0.7813405	-0.9072150	-0.9131378	-7.7955680	-7.8028518	-7.7819186	0.9642224	1.2098825	1.1056816
0.7641795	-0.6224522	-2.1167121	0.1331322	-0.7743774	-1.4895254	-0.2577889	-1.3355179	1.9176356	-0.0790204	-0.2416110	-0.1655192	-1.3737277	1.0862459	-2.2358353	-0.6350417	1.0871605	-1.5361490	1.6982368	0.0295777	2.4495715	0.4722171	-0.8209490	2.0768430	-0.4631427	0.6912573	-0.4203333	0.6373022	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	1.2152581	2.0244149	-1.2024273	-0.7813405	1.1448570	1.2555304	0.1953284	0.1420107	0.2150929	-0.8348235	-0.5208998	0.2980362
0.7189708	-1.2553927	-1.9680439	0.1130268	-1.0980928	-1.9361672	-0.6481228	-1.2301612	2.0452170	0.7748357	-0.2416110	-0.1655192	-1.8370737	1.7238573	-2.1058477	-0.3056405	0.9900693	-1.5361490	1.7601503	0.5781693	2.5123629	0.4722171	-0.2012539	1.7467179	2.0634648	0.8765288	0.6177527	0.4326386	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.5250170	2.5731715	-1.2024273	-0.7813405	1.0737029	1.3006052	0.2007598	0.1372865	0.2061025	-1.5698114	-1.2949045	0.0912259
0.7242923	-1.2989464	-1.8694781	0.0481745	0.1178533	-1.1097980	-1.6020540	0.3913681	1.9100175	-1.1028887	2.3795348	-0.1655192	-0.2980879	-0.9107321	-0.1000316	0.1250748	1.0517878	-1.5361490	1.5828152	0.4925709	2.2800137	0.4722171	-0.1519738	1.7904106	2.1522253	0.6452677	-0.2701538	0.4755646	-0.7849217	-0.1128779	1.0855736	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.4319047	2.9608505	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1996343	0.1124953	0.1858714	-1.8671423	-1.6389147	0.2155543
0.9352516	-1.3793536	-3.0269529	0.0215361	0.0900540	0.1332152	-0.1066436	-0.1414825	2.0377199	-0.8662133	-0.2416110	-0.1655192	-0.3692318	-0.3089347	-0.6620418	0.0206950	0.7681656	-1.5361490	1.8300773	0.6846485	2.9304573	0.4722171	0.2054028	1.9100254	2.1582016	0.7810711	-0.1544723	0.4325190	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	0.2868788	3.2255853	-1.2024273	-0.7813405	1.2451515	1.2447437	0.1914616	0.1272668	0.2209386	-2.2107147	-2.0675925	0.1783289
0.8444331	-0.9330949	-2.9443530	0.0747295	-0.7695606	-0.9565209	-0.3344822	-0.6036707	1.8805892	0.1310209	-0.2416110	-0.1655192	-1.5238491	1.1997774	-1.3328933	-0.3090592	0.9778643	-1.5361490	1.8112041	0.0716776	2.5471763	0.4722171	-0.6926950	1.7248578	2.1822881	0.5215356	-0.4246885	0.5017085	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.2706541	3.1618692	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1948107	0.1064054	0.2122564	-3.3916553	-3.2549694	0.3128996
-0.7153664	0.4502275	1.0481024	-0.0805202	-0.4000201	-0.9808023	-1.0769526	-0.2862954	0.2005249	0.8699766	-0.2416110	-0.1655192	-0.8646722	1.0463117	0.1751368	-0.0594924	-0.0348250	0.8218737	-0.7093641	-0.4416738	-0.2159140	0.4605887	-0.0186274	1.9011654	-0.4631427	-0.0177133	-0.4902254	0.7010200	-0.7849217	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	3.7341486	-0.3663205	-0.0567962	-2.0024503	1.1270342	0.9143624	-0.7813405	-0.9072150	-0.9131378	0.1573051	0.1341345	0.0544739	-1.3322696	-1.4086151	0.8187568
-0.5617197	-1.1270253	1.0423437	-0.0866456	0.1640141	-1.0020259	-0.4873752	-1.4301914	1.6399948	-1.1028887	-0.2416110	-0.1655192	-0.0591290	-0.9107321	0.1704439	-0.3722444	0.2216118	0.3719354	-0.7093641	-0.6805169	1.0168585	0.4722171	0.6459055	1.8146778	2.2398990	0.2306910	-0.3986840	0.5758925	1.2739612	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	3.3975921	-0.3663205	-0.0567962	-0.9894272	1.8693170	1.1994568	-0.7813405	-0.9072150	-0.9131378	0.1768587	0.1536592	0.0416061	-0.7676519	-0.7075263	0.8100547
-1.2082406	-1.2306736	1.0501724	-0.3414420	0.4114874	-0.0459608	-1.3977370	-0.4182376	1.4924198	-1.1028887	-0.2416110	-0.1655192	0.1295388	-0.9107321	0.2830407	-0.2881221	0.3509980	0.1653352	-0.7093641	-0.6501137	0.6138227	0.4689071	0.4828230	1.9898128	2.0124254	0.5441359	-0.2635801	0.5653819	1.2025710	-0.1128779	0.5193370	-0.2161285	-0.3002999	-0.1390876	3.3975921	-0.3663205	-0.0567962	-1.7081830	1.8935895	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1800239	0.1580294	0.0371551	-1.8989259	-1.7078975	0.8621822
-1.2218157	-2.1458777	1.0472711	-0.4187440	0.2164229	-0.0660772	-1.6659814	-0.7823979	1.7784410	-1.1028887	-0.2416110	-0.1655192	-0.1385491	-0.9107321	0.1004149	-0.0712315	-1.8559490	-0.2305276	-0.7093641	-0.6511766	0.8861615	0.4612104	1.4189413	1.8007144	2.1102863	0.2596872	-0.2988330	0.5505589	1.1019643	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	4.0707657	-0.3663205	-0.0567962	-0.6042839	1.4513650	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1820769	0.1416890	0.0360817	-0.8243412	-0.6084755	1.0928640
-1.3708028	-0.8472663	-0.1926501	0.4392459	-0.8000716	0.1732351	1.0232963	-0.0980002	1.6102044	-0.3050653	-0.2416110	-0.1655192	-1.6511890	1.3478997	0.0241304	0.5400138	0.8896999	-0.4496998	-0.7093641	0.4328218	-0.9187399	0.4722171	0.8732309	1.6078827	2.0220934	0.4204362	-0.4902254	0.6322432	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	0.3060351	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1890920	0.1598796	0.2162693	-2.1059650	-1.7711812	-0.1275653
-0.8522738	0.7628507	-0.3887801	0.4533951	-1.1483852	0.3979112	0.8408895	-0.6615732	0.0462667	0.7735091	-0.2416110	-0.1655192	-0.6348772	-0.9107321	-0.1275297	0.6154390	-0.4640421	1.0087909	-0.7093641	0.8664643	-1.9146573	0.0456755	1.4897880	-0.5335278	-0.4631427	-1.3498798	0.0545749	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	-0.8573343	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1326908	0.2640898	0.2559705	0.5407319	0.8781315	-0.0329944
-0.8941916	-1.6612829	-0.2745011	0.4293331	-0.4606625	-1.0769090	1.0552532	-0.0225813	2.0591483	-1.1028887	-0.2416110	-0.1655192	-1.0144047	-0.9107321	-0.4205530	-0.0047809	0.8834583	-1.5361490	-0.7093641	0.6382788	0.1164273	0.4675777	1.8028429	1.7637571	2.1385769	-0.2615317	-0.3268318	0.4430654	-0.7849217	-0.1128779	0.6772291	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.8174868	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1886108	0.1743173	0.2339778	-1.8727980	-1.4999174	0.3226523
-0.9025533	-1.6225502	-0.2231239	0.4240828	-1.2092209	-0.3017642	1.0880789	-3.1684987	1.8622718	-0.1751019	-0.2416110	-0.1655192	-2.1667970	1.1801078	-2.0466775	0.5469642	0.9632107	-1.5361490	-0.7093641	0.3444656	0.4767794	0.4722171	-2.0289867	1.8660741	2.1791259	0.2694600	-0.3603655	0.5104978	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	0.9731492	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1906266	0.1383557	0.2280761	-2.1667206	-1.5251476	-0.3522967
-0.7212197	0.9578551	-0.5150556	0.4420828	-1.5211638	0.5167801	0.9272074	-1.6359655	0.4942077	1.3319873	-0.2416110	-0.1655192	-1.4518673	1.0570459	0.0761848	0.4923641	-0.8001192	1.0620990	-0.7093641	0.9936102	-1.5500890	0.3569701	-0.3117378	-0.5335278	-0.4631427	-0.6985375	-0.4902254	-1.4290972	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-2.0024503	-0.4314683	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.0936797	0.3186799	0.2600218	-0.9519369	-0.5355635	0.4892643
-0.6126005	-0.7077031	-0.3145347	0.4183489	-1.7711304	-1.6476595	0.9927371	-3.1684987	1.6964022	0.6937097	-0.2416110	-0.1655192	-2.1648864	1.6494836	-0.2975385	0.4606745	0.4802486	0.6670032	1.4422589	0.5358234	-0.3314381	0.4659292	1.1190239	1.6706287	2.0881802	0.1266613	-0.4902254	0.5313346	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.9894272	0.2943173	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1821135	0.2227467	0.2307131	-1.4834334	-1.0222043	-0.3674272
-0.3242173	0.3496063	-0.3357717	0.4010168	-1.5381402	-0.7297678	0.8567485	-0.0082585	1.3178164	0.9872085	-0.2416110	-0.1655192	-1.3303268	0.3103970	-0.1873932	0.2963027	0.6375892	0.7910801	-0.7093641	0.6048476	0.1150764	0.4722171	2.3415351	1.8274305	2.0235190	0.7159974	-0.4902254	0.6013136	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	1.1296676	-1.2024273	-0.7813405	-0.9072150	-0.9131378	0.1720495	0.2868188	0.2388820	-1.3566792	-1.0860565	-0.3061399
-0.1229755	-0.3740460	-0.3020525	0.3782214	-0.1970433	-1.3713362	0.7333711	0.4828768	0.8006936	-1.0153661	-0.2416110	-0.1655192	-0.6990035	0.9082337	0.3400542	0.4715302	0.8454156	0.3592098	-0.7093641	0.6201360	-0.7636133	0.4300341	-0.9435994	-0.5335278	-0.4631427	-0.3885831	-0.2086361	-1.4290972	0.9300293	-0.1128779	0.7696186	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-0.6042839	-0.4758021	0.9193252	-0.7813405	-0.9072150	-0.9131378	0.1863388	0.1838340	0.2328716	0.4565745	0.8287952	0.1287156
-0.6691769	0.8445447	-0.6034381	0.4194282	-2.1503066	0.6212286	0.7294676	-1.3134608	-0.2242970	1.4478214	-0.2416110	-0.1655192	-1.8675572	1.2242620	-0.1119268	0.3683664	-0.9556598	1.0824987	-0.7093641	1.0408001	-1.3410404	-0.2346174	0.6280498	-0.5335278	-0.4631427	-0.7795828	-0.4902254	0.5324644	-0.7849217	-0.1128779	-1.0555442	-0.2161285	-0.3002999	-0.1390876	-0.2945872	-0.3663205	-0.0567962	-1.4449486	-0.5712797	0.8018620	-0.7813405	-0.9072150	-0.9131378	0.0783115	0.2950352	0.2621456	-0.3301813	0.0023550	0.6754504

No missing data is found. Handle missing values if any, possibly through imputation

2.3 Identify multi-collinear variables

Compute the correlation matrix and identify highly correlated variables:

Code

#df_pre_pca_abb <- df_pre_pca
# Abbreviate column names using R's built-in abbreviate function
#abbrev_colnames <- abbreviate(colnames(df_pre_pca_abb))

# Assign the abbreviated names back to the dataframe
#colnames(df_pre_pca_abb) <- abbrev_colnames

# Recalculate and plot the correlation matrix
cor_matrix <- cor(df_pre_pca) |> round(digits = 2)

# Convert the matrix to a data frame
cor_matrix_df <- as.data.frame(cor_matrix)

# Add row names as a new column
cor_matrix_df$Predictors <- rownames(cor_matrix)

# Move the 'RowNames' column to the first position
cor_matrix_df <- cor_matrix_df|> select(Predictors, everything())



# Create the gt table
cor_matrix_df|>
  gt()|>
  data_color(
    columns = -Predictors,  # Exclude the 'RowNames' column from colorization
    colors = scales::col_numeric(
      palette = c("darkred", "white", "darkblue"),
      domain = c(-1, 1)
    )
  ) |> tab_options(container.overflow.x = TRUE, container.overflow.y = TRUE)

Warning: Since gt v0.9.0, the `colors` argument has been deprecated.
• Please use the `fn` argument instead.
This warning is displayed once every 8 hours.

Predictors	distance_to_plantation	distance_to_road	distance_to_commodity_processing_factory	distance_to_plantation_concession	distance_to_forest	distance_to_river	distance_to_burned_area	percentage_of_agricultural_area_small_holder_in_the_village	percentage_of_plantation_area_per_sub_district	percentage_of_forested_area_in_the_sub_district	percentage_of_shrubland_in_the_sub_district	percentage_of_water_area_compared_to_sub_district_area	distance_to_deforestation	percentage_deforestation_area_size	arable_land_percent	erosion_risk_t_ha_1_yr_1	indeks_bahaya_banjir	indeks_bahaya_longsor	buffer_to_500m_irigated_land	aridity_index	total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik	rasio_elektrifikasi	rasio_sekolah_tinggi_sma_sederajat	rasio_pt	rasio_rs	rasio_faskes_1	rasio_pasar	rasio_minimarket_swalayan	banyak_kejadian_tanah_longsor_2018_2019	korban_jiwa_tanah_longsor_2018_2019	banyak_kejadian_banjir_2018_2019	korban_jiwa_banjir_2018_2019	banyak_kejadian_banjir_bandang_2018_2019	korban_jiwa_banjir_bandang_2018_2019	banyak_kejadian_kebakaran_hutan_dan_lahan_2018_2019	banyak_kejadian_kekeringan_lahan_2018_2019	korban_jiwa_kekeringan_lahan_2018_2019	jumlah_sistem_peringatan_dini_bencana_alam	persentase_sistem_peringatan_dini_bencana_alam	rasio_embung_di_kecamatan	rasio_pasar_desa_pasar_hewan_pelelangan_ikan_pelelangan_hasil_pertanian_dll	jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	rasio_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	annual_mean_temp	temp_change	annual_mean_prec	rasio_40pers_ekon_rendah_rt	rasio_40pers_ekon_rendah_indv	prec_change
distance_to_plantation	1.00	0.06	0.17	-0.42	-0.01	0.33	0.02	-0.22	-0.04	0.02	0.08	0.08	0.04	0.04	-0.18	-0.25	-0.14	-0.10	-0.17	-0.30	0.00	-0.04	0.06	0.04	0.02	-0.06	0.15	-0.19	-0.06	0.07	-0.04	0.04	0.10	0.13	-0.06	-0.06	-0.02	-0.11	0.07	0.10	-0.12	0.09	0.08	-0.12	-0.14	-0.14	0.11	0.08	0.07
distance_to_road	0.06	1.00	0.21	-0.01	-0.45	0.30	0.17	-0.12	-0.56	0.66	0.06	-0.13	-0.31	0.55	0.08	-0.11	-0.42	0.47	-0.21	0.05	-0.45	-0.29	-0.10	-0.33	-0.36	-0.22	0.15	-0.32	0.24	0.02	-0.04	-0.04	-0.06	-0.03	0.06	0.08	0.00	-0.07	-0.48	0.07	0.07	0.02	-0.01	-0.11	-0.06	-0.06	0.31	0.28	0.13
distance_to_commodity_processing_factory	0.17	0.21	1.00	-0.30	0.14	0.37	0.22	0.11	-0.22	0.04	0.16	-0.16	0.18	0.04	0.28	-0.19	-0.02	-0.05	-0.17	-0.60	0.00	-0.03	-0.12	-0.15	-0.17	-0.06	0.14	0.00	-0.10	-0.01	0.07	0.00	-0.02	-0.01	0.12	0.08	-0.09	0.14	-0.09	0.34	0.20	-0.01	0.01	0.05	0.02	-0.04	0.05	-0.07	-0.46
distance_to_plantation_concession	-0.42	-0.01	-0.30	1.00	-0.05	-0.54	-0.45	0.14	0.04	0.03	0.07	-0.01	-0.03	-0.01	-0.08	0.17	0.02	0.05	0.05	0.59	0.02	-0.05	0.01	0.05	0.02	0.06	-0.26	0.11	0.07	-0.04	0.02	-0.03	-0.13	-0.15	0.04	0.01	0.03	0.09	-0.04	0.03	0.00	0.03	0.02	-0.06	-0.01	0.01	-0.06	0.01	0.09
distance_to_forest	-0.01	-0.45	0.14	-0.05	1.00	-0.04	-0.04	0.34	0.31	-0.80	0.18	0.05	0.89	-0.72	0.24	-0.26	0.30	-0.52	0.20	-0.46	0.33	0.29	-0.08	0.04	0.02	0.22	-0.06	0.19	-0.31	-0.08	0.03	0.04	0.02	-0.05	-0.03	-0.03	-0.02	0.23	0.23	-0.01	0.07	-0.01	0.02	-0.08	-0.12	-0.16	-0.10	-0.13	-0.18
distance_to_river	0.33	0.30	0.37	-0.54	-0.04	1.00	0.41	-0.28	-0.22	0.15	0.00	0.02	0.02	0.14	-0.07	-0.27	-0.41	0.15	-0.33	-0.38	-0.22	-0.11	-0.04	-0.27	-0.22	-0.21	0.17	-0.30	0.05	0.05	-0.25	-0.13	-0.11	-0.07	0.05	-0.03	0.01	-0.12	-0.17	0.07	0.03	-0.04	-0.04	-0.21	-0.23	-0.23	0.17	0.10	-0.10
distance_to_burned_area	0.02	0.17	0.22	-0.45	-0.04	0.41	1.00	-0.20	0.00	0.08	-0.04	-0.03	-0.08	0.20	-0.02	-0.13	-0.03	-0.02	-0.17	-0.27	-0.18	-0.02	0.02	-0.11	-0.04	-0.14	0.20	-0.15	-0.04	-0.11	-0.10	-0.11	-0.16	-0.04	-0.03	-0.02	0.01	-0.02	-0.19	-0.20	0.13	0.04	0.03	-0.10	-0.11	-0.12	0.00	-0.01	-0.19
percentage_of_agricultural_area_small_holder_in_the_village	-0.22	-0.12	0.11	0.14	0.34	-0.28	-0.20	1.00	-0.16	-0.21	0.07	-0.09	0.33	-0.25	0.78	0.29	0.30	-0.04	0.25	0.02	0.14	0.10	-0.15	-0.09	-0.14	0.13	-0.12	0.22	-0.01	-0.01	0.23	0.12	0.12	0.05	-0.04	0.10	0.03	0.17	0.05	0.23	0.20	-0.02	-0.01	0.43	0.41	0.40	0.05	0.01	-0.20
percentage_of_plantation_area_per_sub_district	-0.04	-0.56	-0.22	0.04	0.31	-0.22	0.00	-0.16	1.00	-0.40	0.04	0.09	0.21	-0.26	-0.30	-0.23	0.46	-0.57	0.34	-0.18	0.58	0.28	0.16	0.47	0.46	0.28	-0.18	0.36	-0.34	-0.02	0.10	-0.02	0.04	0.03	0.00	-0.02	0.04	0.03	0.66	-0.32	-0.12	0.02	0.02	-0.17	-0.21	-0.22	-0.48	-0.45	0.04
percentage_of_forested_area_in_the_sub_district	0.02	0.66	0.04	0.03	-0.80	0.15	0.08	-0.21	-0.40	1.00	-0.09	-0.09	-0.74	0.81	-0.07	0.18	-0.33	0.57	-0.17	0.33	-0.29	-0.34	-0.02	-0.20	-0.21	-0.23	0.13	-0.18	0.31	0.10	-0.01	-0.05	-0.01	0.02	0.12	0.13	0.04	-0.06	-0.30	0.10	0.04	0.06	0.04	0.05	0.08	0.11	0.27	0.25	0.07
percentage_of_shrubland_in_the_sub_district	0.08	0.06	0.16	0.07	0.18	0.00	-0.04	0.07	0.04	-0.09	1.00	0.01	0.20	-0.03	0.01	-0.11	0.17	-0.22	0.05	-0.14	0.12	0.02	-0.08	0.01	0.03	0.04	-0.01	0.11	-0.16	-0.03	0.17	-0.05	-0.07	-0.03	0.04	0.02	-0.01	0.12	0.06	0.05	0.12	0.01	0.02	0.04	0.04	0.01	-0.19	-0.21	-0.09
percentage_of_water_area_compared_to_sub_district_area	0.08	-0.13	-0.16	-0.01	0.05	0.02	-0.03	-0.09	0.09	-0.09	0.01	1.00	0.01	-0.06	-0.17	-0.01	0.06	-0.05	0.04	0.07	0.08	0.06	0.13	0.01	0.23	0.07	-0.02	0.03	-0.07	-0.02	0.02	-0.03	-0.05	-0.02	-0.01	-0.03	-0.01	-0.04	0.12	-0.07	-0.06	0.06	0.05	-0.17	-0.17	-0.16	-0.12	-0.10	0.07
distance_to_deforestation	0.04	-0.31	0.18	-0.03	0.89	0.02	-0.08	0.33	0.21	-0.74	0.20	0.01	1.00	-0.79	0.22	-0.29	0.20	-0.43	0.13	-0.46	0.21	0.24	-0.12	-0.04	-0.05	0.18	-0.09	0.08	-0.27	-0.10	0.01	0.02	0.04	-0.07	-0.04	-0.04	0.02	0.18	0.12	0.00	0.06	-0.07	-0.05	-0.11	-0.14	-0.18	-0.01	-0.06	-0.05
percentage_deforestation_area_size	0.04	0.55	0.04	-0.01	-0.72	0.14	0.20	-0.25	-0.26	0.81	-0.03	-0.06	-0.79	1.00	-0.13	0.10	-0.23	0.35	-0.09	0.25	-0.21	-0.26	0.04	-0.12	-0.10	-0.20	0.13	-0.14	0.21	0.09	0.03	-0.01	-0.06	0.03	0.14	0.08	-0.05	-0.06	-0.21	0.02	0.05	0.10	0.07	0.01	0.03	0.06	0.11	0.12	0.03
arable_land_percent	-0.18	0.08	0.28	-0.08	0.24	-0.07	-0.02	0.78	-0.30	-0.07	0.01	-0.17	0.22	-0.13	1.00	0.35	0.07	0.20	0.11	-0.07	-0.04	0.05	-0.17	-0.22	-0.26	0.06	0.04	0.08	0.07	0.03	0.13	0.07	0.10	0.03	0.04	0.04	0.01	0.07	-0.09	0.25	0.23	-0.08	-0.07	0.51	0.50	0.48	0.17	0.11	-0.27
erosion_risk_t_ha_1_yr_1	-0.25	-0.11	-0.19	0.17	-0.26	-0.27	-0.13	0.29	-0.23	0.18	-0.11	-0.01	-0.29	0.10	0.35	1.00	-0.05	0.44	-0.07	0.58	-0.11	-0.13	-0.05	-0.05	-0.02	-0.04	-0.02	0.04	0.30	0.05	-0.02	-0.08	0.03	-0.03	0.06	0.05	0.02	0.05	-0.16	0.12	0.07	-0.02	-0.02	0.66	0.69	0.71	0.06	0.07	0.04
indeks_bahaya_banjir	-0.14	-0.42	-0.02	0.02	0.30	-0.41	-0.03	0.30	0.46	-0.33	0.17	0.06	0.20	-0.23	0.07	-0.05	1.00	-0.61	0.56	-0.18	0.54	0.29	0.01	0.31	0.26	0.33	-0.07	0.56	-0.40	-0.11	0.50	0.18	0.06	0.04	-0.06	0.05	-0.06	0.22	0.48	-0.15	0.09	0.12	0.14	0.26	0.20	0.18	-0.42	-0.42	-0.23
indeks_bahaya_longsor	-0.10	0.47	-0.05	0.05	-0.52	0.15	-0.02	-0.04	-0.57	0.57	-0.22	-0.05	-0.43	0.35	0.20	0.44	-0.61	1.00	-0.48	0.43	-0.48	-0.25	-0.01	-0.33	-0.29	-0.21	0.08	-0.29	0.50	0.10	-0.17	-0.13	-0.04	-0.03	0.06	0.04	0.05	-0.13	-0.47	0.29	0.00	-0.07	-0.07	0.14	0.20	0.23	0.35	0.35	0.13
buffer_to_500m_irigated_land	-0.17	-0.21	-0.17	0.05	0.20	-0.33	-0.17	0.25	0.34	-0.17	0.05	0.04	0.13	-0.09	0.11	-0.07	0.56	-0.48	1.00	-0.07	0.37	0.18	-0.07	0.18	0.12	0.21	-0.08	0.31	-0.32	-0.06	0.22	0.09	0.16	0.00	-0.01	0.11	-0.04	0.11	0.35	-0.23	0.12	0.09	0.08	0.12	0.10	0.08	-0.23	-0.22	0.07
aridity_index	-0.30	0.05	-0.60	0.59	-0.46	-0.38	-0.27	0.02	-0.18	0.33	-0.14	0.07	-0.46	0.25	-0.07	0.58	-0.18	0.43	-0.07	1.00	-0.20	-0.17	0.07	-0.01	0.02	-0.05	-0.12	-0.07	0.32	0.05	-0.06	-0.04	-0.14	-0.12	0.01	-0.03	0.06	-0.04	-0.21	-0.05	-0.03	0.10	0.08	0.21	0.28	0.35	0.06	0.14	0.25
total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik	0.00	-0.45	0.00	0.02	0.33	-0.22	-0.18	0.14	0.58	-0.29	0.12	0.08	0.21	-0.21	-0.04	-0.11	0.54	-0.48	0.37	-0.20	1.00	0.26	0.01	0.44	0.44	0.41	-0.12	0.58	-0.22	0.00	0.30	0.09	0.12	0.07	0.08	0.04	-0.12	0.52	0.81	0.03	0.07	0.13	0.16	0.12	0.07	0.06	-0.49	-0.53	-0.32
rasio_elektrifikasi	-0.04	-0.29	-0.03	-0.05	0.29	-0.11	-0.02	0.10	0.28	-0.34	0.02	0.06	0.24	-0.26	0.05	-0.13	0.29	-0.25	0.18	-0.17	0.26	1.00	0.14	0.20	0.19	0.22	-0.02	0.30	-0.16	0.02	0.05	0.05	0.11	0.05	0.05	0.01	0.03	0.00	0.30	-0.10	-0.04	0.01	0.03	-0.01	-0.04	-0.05	-0.31	-0.31	-0.05
rasio_sekolah_tinggi_sma_sederajat	0.06	-0.10	-0.12	0.01	-0.08	-0.04	0.02	-0.15	0.16	-0.02	-0.08	0.13	-0.12	0.04	-0.17	-0.05	0.01	-0.01	-0.07	0.07	0.01	0.14	1.00	0.29	0.31	0.00	-0.05	0.05	0.06	0.12	0.04	0.01	0.03	0.14	0.09	-0.05	-0.12	-0.07	0.06	0.02	-0.12	0.00	-0.01	-0.09	-0.09	-0.08	-0.19	-0.16	0.01
rasio_pt	0.04	-0.33	-0.15	0.05	0.04	-0.27	-0.11	-0.09	0.47	-0.20	0.01	0.01	-0.04	-0.12	-0.22	-0.05	0.31	-0.33	0.18	-0.01	0.44	0.20	0.29	1.00	0.65	0.23	-0.10	0.33	-0.11	0.00	0.09	0.03	-0.02	0.05	0.08	0.02	-0.03	0.06	0.48	-0.16	-0.14	0.03	0.04	0.09	0.07	0.07	-0.58	-0.53	-0.02
rasio_rs	0.02	-0.36	-0.17	0.02	0.02	-0.22	-0.04	-0.14	0.46	-0.21	0.03	0.23	-0.05	-0.10	-0.26	-0.02	0.26	-0.29	0.12	0.02	0.44	0.19	0.31	0.65	1.00	0.19	-0.10	0.25	-0.10	-0.05	0.05	-0.06	0.00	0.02	0.05	0.00	-0.03	0.05	0.47	-0.20	-0.18	-0.06	-0.03	0.01	0.00	0.00	-0.63	-0.57	0.03
rasio_faskes_1	-0.06	-0.22	-0.06	0.06	0.22	-0.21	-0.14	0.13	0.28	-0.23	0.04	0.07	0.18	-0.20	0.06	-0.04	0.33	-0.21	0.21	-0.05	0.41	0.22	0.00	0.23	0.19	1.00	-0.09	0.26	-0.17	-0.05	0.20	0.12	0.06	0.06	0.01	0.07	-0.02	0.14	0.38	-0.01	0.01	0.09	0.10	0.10	0.08	0.07	-0.26	-0.26	-0.12
rasio_pasar	0.15	0.15	0.14	-0.26	-0.06	0.17	0.20	-0.12	-0.18	0.13	-0.01	-0.02	-0.09	0.13	0.04	-0.02	-0.07	0.08	-0.08	-0.12	-0.12	-0.02	-0.05	-0.10	-0.10	-0.09	1.00	-0.14	0.01	0.00	-0.06	-0.01	-0.03	-0.02	-0.03	-0.02	-0.03	0.02	-0.15	-0.03	0.13	-0.03	-0.03	0.06	0.05	0.05	0.06	0.00	-0.05
rasio_minimarket_swalayan	-0.19	-0.32	0.00	0.11	0.19	-0.30	-0.15	0.22	0.36	-0.18	0.11	0.03	0.08	-0.14	0.08	0.04	0.56	-0.29	0.31	-0.07	0.58	0.30	0.05	0.33	0.25	0.26	-0.14	1.00	-0.15	-0.11	0.37	0.12	0.07	0.05	0.08	0.03	-0.08	0.33	0.44	0.04	0.07	0.16	0.18	0.17	0.13	0.12	-0.40	-0.41	-0.21
banyak_kejadian_tanah_longsor_2018_2019	-0.06	0.24	-0.10	0.07	-0.31	0.05	-0.04	-0.01	-0.34	0.31	-0.16	-0.07	-0.27	0.21	0.07	0.30	-0.40	0.50	-0.32	0.32	-0.22	-0.16	0.06	-0.11	-0.10	-0.17	0.01	-0.15	1.00	0.17	-0.05	-0.12	0.02	0.02	0.21	0.14	0.06	-0.01	-0.25	0.18	0.03	0.00	-0.01	0.06	0.10	0.12	0.21	0.21	0.13
korban_jiwa_tanah_longsor_2018_2019	0.07	0.02	-0.01	-0.04	-0.08	0.05	-0.11	-0.01	-0.02	0.10	-0.03	-0.02	-0.10	0.09	0.03	0.05	-0.11	0.10	-0.06	0.05	0.00	0.02	0.12	0.00	-0.05	-0.05	0.00	-0.11	0.17	1.00	-0.02	-0.02	0.19	0.20	0.06	-0.04	-0.01	-0.09	0.06	0.07	0.02	-0.02	-0.05	0.01	0.00	0.02	0.06	0.03	-0.04
banyak_kejadian_banjir_2018_2019	-0.04	-0.04	0.07	0.02	0.03	-0.25	-0.10	0.23	0.10	-0.01	0.17	0.02	0.01	0.03	0.13	-0.02	0.50	-0.17	0.22	-0.06	0.30	0.05	0.04	0.09	0.05	0.20	-0.06	0.37	-0.05	-0.02	1.00	0.23	0.09	0.04	0.03	0.16	-0.06	0.19	0.22	0.13	0.20	0.18	0.18	0.17	0.13	0.13	-0.13	-0.16	-0.19
korban_jiwa_banjir_2018_2019	0.04	-0.04	0.00	-0.03	0.04	-0.13	-0.11	0.12	-0.02	-0.05	-0.05	-0.03	0.02	-0.01	0.07	-0.08	0.18	-0.13	0.09	-0.04	0.09	0.05	0.01	0.03	-0.06	0.12	-0.01	0.12	-0.12	-0.02	0.23	1.00	0.14	0.17	-0.02	0.02	-0.01	0.05	0.07	0.05	-0.05	0.15	0.13	0.04	0.02	0.02	0.01	0.01	-0.12
banyak_kejadian_banjir_bandang_2018_2019	0.10	-0.06	-0.02	-0.13	0.02	-0.11	-0.16	0.12	0.04	-0.01	-0.07	-0.05	0.04	-0.06	0.10	0.03	0.06	-0.04	0.16	-0.14	0.12	0.11	0.03	-0.02	0.00	0.06	-0.03	0.07	0.02	0.19	0.09	0.14	1.00	0.46	0.04	0.07	-0.02	-0.04	0.17	0.13	0.05	0.01	0.03	0.05	0.03	0.02	0.07	0.04	0.09
korban_jiwa_banjir_bandang_2018_2019	0.13	-0.03	-0.01	-0.15	-0.05	-0.07	-0.04	0.05	0.03	0.02	-0.03	-0.02	-0.07	0.03	0.03	-0.03	0.04	-0.03	0.00	-0.12	0.07	0.05	0.14	0.05	0.02	0.06	-0.02	0.05	0.02	0.20	0.04	0.17	0.46	1.00	-0.04	0.10	-0.01	-0.06	0.13	0.12	-0.02	0.01	-0.01	0.02	0.01	0.01	0.03	0.02	0.01
banyak_kejadian_kebakaran_hutan_dan_lahan_2018_2019	-0.06	0.06	0.12	0.04	-0.03	0.05	-0.03	-0.04	0.00	0.12	0.04	-0.01	-0.04	0.14	0.04	0.06	-0.06	0.06	-0.01	0.01	0.08	0.05	0.09	0.08	0.05	0.01	-0.03	0.08	0.21	0.06	0.03	-0.02	0.04	-0.04	1.00	0.15	-0.02	0.01	0.09	0.03	0.08	0.00	-0.03	0.03	0.03	0.03	-0.07	-0.08	0.02
banyak_kejadian_kekeringan_lahan_2018_2019	-0.06	0.08	0.08	0.01	-0.03	-0.03	-0.02	0.10	-0.02	0.13	0.02	-0.03	-0.04	0.08	0.04	0.05	0.05	0.04	0.11	-0.03	0.04	0.01	-0.05	0.02	0.00	0.07	-0.02	0.03	0.14	-0.04	0.16	0.02	0.07	0.10	0.15	1.00	0.18	0.03	0.03	0.14	0.03	0.05	0.06	0.05	0.05	0.04	0.04	0.02	0.01
korban_jiwa_kekeringan_lahan_2018_2019	-0.02	0.00	-0.09	0.03	-0.02	0.01	0.01	0.03	0.04	0.04	-0.01	-0.01	0.02	-0.05	0.01	0.02	-0.06	0.05	-0.04	0.06	-0.12	0.03	-0.12	-0.03	-0.03	-0.02	-0.03	-0.08	0.06	-0.01	-0.06	-0.01	-0.02	-0.01	-0.02	0.18	1.00	-0.11	-0.06	-0.07	-0.04	-0.05	-0.05	0.00	0.02	0.01	0.02	0.02	0.10
jumlah_sistem_peringatan_dini_bencana_alam	-0.11	-0.07	0.14	0.09	0.23	-0.12	-0.02	0.17	0.03	-0.06	0.12	-0.04	0.18	-0.06	0.07	0.05	0.22	-0.13	0.11	-0.04	0.52	0.00	-0.07	0.06	0.05	0.14	0.02	0.33	-0.01	-0.09	0.19	0.05	-0.04	-0.06	0.01	0.03	-0.11	1.00	-0.08	0.22	0.25	0.16	0.19	0.15	0.14	0.13	0.02	-0.02	-0.30
persentase_sistem_peringatan_dini_bencana_alam	0.07	-0.48	-0.09	-0.04	0.23	-0.17	-0.19	0.05	0.66	-0.30	0.06	0.12	0.12	-0.21	-0.09	-0.16	0.48	-0.47	0.35	-0.21	0.81	0.30	0.06	0.48	0.47	0.38	-0.15	0.44	-0.25	0.06	0.22	0.07	0.17	0.13	0.09	0.03	-0.06	-0.08	1.00	-0.12	-0.09	0.03	0.05	0.04	-0.02	-0.02	-0.59	-0.60	-0.16
rasio_embung_di_kecamatan	0.10	0.07	0.34	0.03	-0.01	0.07	-0.20	0.23	-0.32	0.10	0.05	-0.07	0.00	0.02	0.25	0.12	-0.15	0.29	-0.23	-0.05	0.03	-0.10	0.02	-0.16	-0.20	-0.01	-0.03	0.04	0.18	0.07	0.13	0.05	0.13	0.12	0.03	0.14	-0.07	0.22	-0.12	1.00	0.16	0.08	0.08	0.10	0.10	0.08	0.24	0.16	-0.31
rasio_pasar_desa_pasar_hewan_pelelangan_ikan_pelelangan_hasil_pertanian_dll	-0.12	0.07	0.20	0.00	0.07	0.03	0.13	0.20	-0.12	0.04	0.12	-0.06	0.06	0.05	0.23	0.07	0.09	0.00	0.12	-0.03	0.07	-0.04	-0.12	-0.14	-0.18	0.01	0.13	0.07	0.03	0.02	0.20	-0.05	0.05	-0.02	0.08	0.03	-0.04	0.25	-0.09	0.16	1.00	0.07	0.06	0.11	0.09	0.09	0.09	0.02	-0.26
jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	0.09	0.02	-0.01	0.03	-0.01	-0.04	0.04	-0.02	0.02	0.06	0.01	0.06	-0.07	0.10	-0.08	-0.02	0.12	-0.07	0.09	0.10	0.13	0.01	0.00	0.03	-0.06	0.09	-0.03	0.16	0.00	-0.02	0.18	0.15	0.01	0.01	0.00	0.05	-0.05	0.16	0.03	0.08	0.07	1.00	0.97	-0.04	-0.05	-0.04	0.02	0.01	-0.11
rasio_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	0.08	-0.01	0.01	0.02	0.02	-0.04	0.03	-0.01	0.02	0.04	0.02	0.05	-0.05	0.07	-0.07	-0.02	0.14	-0.07	0.08	0.08	0.16	0.03	-0.01	0.04	-0.03	0.10	-0.03	0.18	-0.01	-0.05	0.18	0.13	0.03	-0.01	-0.03	0.06	-0.05	0.19	0.05	0.08	0.06	0.97	1.00	-0.02	-0.03	-0.02	0.01	-0.01	-0.14
annual_mean_temp	-0.12	-0.11	0.05	-0.06	-0.08	-0.21	-0.10	0.43	-0.17	0.05	0.04	-0.17	-0.11	0.01	0.51	0.66	0.26	0.14	0.12	0.21	0.12	-0.01	-0.09	0.09	0.01	0.10	0.06	0.17	0.06	0.01	0.17	0.04	0.05	0.02	0.03	0.05	0.00	0.15	0.04	0.10	0.11	-0.04	-0.02	1.00	0.99	0.99	-0.14	-0.17	-0.18
temp_change	-0.14	-0.06	0.02	-0.01	-0.12	-0.23	-0.11	0.41	-0.21	0.08	0.04	-0.17	-0.14	0.03	0.50	0.69	0.20	0.20	0.10	0.28	0.07	-0.04	-0.09	0.07	0.00	0.08	0.05	0.13	0.10	0.00	0.13	0.02	0.03	0.01	0.03	0.05	0.02	0.14	-0.02	0.10	0.09	-0.05	-0.03	0.99	1.00	0.99	-0.11	-0.13	-0.13
annual_mean_prec	-0.14	-0.06	-0.04	0.01	-0.16	-0.23	-0.12	0.40	-0.22	0.11	0.01	-0.16	-0.18	0.06	0.48	0.71	0.18	0.23	0.08	0.35	0.06	-0.05	-0.08	0.07	0.00	0.07	0.05	0.12	0.12	0.02	0.13	0.02	0.02	0.01	0.03	0.04	0.01	0.13	-0.02	0.08	0.09	-0.04	-0.02	0.99	0.99	1.00	-0.10	-0.12	-0.11
rasio_40pers_ekon_rendah_rt	0.11	0.31	0.05	-0.06	-0.10	0.17	0.00	0.05	-0.48	0.27	-0.19	-0.12	-0.01	0.11	0.17	0.06	-0.42	0.35	-0.23	0.06	-0.49	-0.31	-0.19	-0.58	-0.63	-0.26	0.06	-0.40	0.21	0.06	-0.13	0.01	0.07	0.03	-0.07	0.04	0.02	0.02	-0.59	0.24	0.09	0.02	0.01	-0.14	-0.11	-0.10	1.00	0.98	0.11
rasio_40pers_ekon_rendah_indv	0.08	0.28	-0.07	0.01	-0.13	0.10	-0.01	0.01	-0.45	0.25	-0.21	-0.10	-0.06	0.12	0.11	0.07	-0.42	0.35	-0.22	0.14	-0.53	-0.31	-0.16	-0.53	-0.57	-0.26	0.00	-0.41	0.21	0.03	-0.16	0.01	0.04	0.02	-0.08	0.02	0.02	-0.02	-0.60	0.16	0.02	0.01	-0.01	-0.17	-0.13	-0.12	0.98	1.00	0.20
prec_change	0.07	0.13	-0.46	0.09	-0.18	-0.10	-0.19	-0.20	0.04	0.07	-0.09	0.07	-0.05	0.03	-0.27	0.04	-0.23	0.13	0.07	0.25	-0.32	-0.05	0.01	-0.02	0.03	-0.12	-0.05	-0.21	0.13	-0.04	-0.19	-0.12	0.09	0.01	0.02	0.01	0.10	-0.30	-0.16	-0.31	-0.26	-0.11	-0.14	-0.18	-0.13	-0.11	0.11	0.20	1.00

Code

# Set a threshold value for correlation
threshold <- 0.8

# Find the indices of the variables that are highly correlated according to the specified threshold in the correlation matrix 'cor_matrix.'
# This will be used to remove the highly correlated variables from 'df_pre_pca.'
highly_correlated <- findCorrelation(cor(df_pre_pca), cutoff = threshold, names = FALSE)

# If you also need the names of the highly correlated variables, you can extract them using the indices.
highly_correlated_names <- colnames(cor(df_pre_pca))[highly_correlated]


# # Remove the columns from 'df_pre_pca' that correspond to the indices of the highly correlated variables.
# df_pre_pca <- df_pre_pca |> dplyr::select(-highly_correlated_names[[1]])
# Create a data frame from highly_correlated_names and threshold
highly_correlated_df <- data.frame(
  Predictor = highly_correlated_names
 # Threshold = threshold
)

# Create a gt table
highly_correlated_df|>
  gt()|>
  tab_header(
    title = "Highly Correlated Predictors",
    subtitle = paste("Predictors with correlation above", threshold)
  )|>
  cols_label(
    Predictor = "Predictor Name"
   # Threshold = "Correlation Threshold"
  )

Highly Correlated Predictors
Predictors with correlation above 0.8
Predictor Name
total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik
percentage_of_forested_area_in_the_sub_district
rasio_40pers_ekon_rendah_rt
distance_to_forest
annual_mean_temp
annual_mean_prec
jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018

3 Exploratory data analysis (EDA)

Visualize the data and examine any patterns, distributions, or outliers. In Principal Component Analysis (PCA), you want to reduce the dimensionality of your dataset to uncover patterns and make visualization easier. However, if some variables (columns) have constant or near-constant values across the observations, they can’t contribute to explaining the variability in your data. Such columns are advised to be removed before performing PCA.

Code

# Pivot the 'scaled_df_complete_temp' dataframe to long format
# Exclude certain columns from being pivoted and specify the new column names for 'variable' and 'value'
df_long <- scaled_df_complete_temp |> 
  dplyr::select(1:9) |> bind_cols(df_pre_pca) |> 
  tidyr::pivot_longer(
    cols = -c(idkec_dum, sumber, kdprov, nmprov, nmkab, nmkec, periode, kdkab, kdkec),
    names_to = "variable",
    values_to = "value"
  )

# Select only the 'variable' and 'value' columns from the long-form data
# Remove unwanted columns and group by 'variable' to prepare for summarization
gt_tab <- df_long |>
  dplyr::select(-c(idkec_dum, sumber, kdprov, nmprov, nmkab, nmkec, periode, kdkab, kdkec)) |>
  group_by(variable) 

# Calculate summary statistics for each group (each 'variable')
# Also, keep the original 'value' data in a list column called 'value_data'
# Use '.groups = "drop"' to return a regular dataframe rather than a grouped one
gt_stat <- gt_tab |> 
  summarise(
    min = min(value, na.rm = TRUE),
    max = max(value, na.rm = TRUE),
    median = median(value, na.rm = TRUE),
    #mean = mean(value, na.rm = TRUE),
    #sd = sd(value, na.rm = TRUE),
    value_data = list(value),
    .groups = "drop"
  )

# Create a GT table with a density plot column
# The density plot is generated from the 'value_data' list column
# Customize the appearance of the density plot and format the number columns
gt_stat |>
  gt::gt() |> 
  gtExtras::gt_plt_dist(
    value_data,
    type = "density",
    line_color = "blue",
    fill_color = "red"
  ) |> gt::fmt_number(columns = min:median, decimals = 1) |> 
  cols_label(
    variable = "Predictors",
    min = "Minimum",
    max = "Maximum",
    median = "Median",
    value_data = "Density"
  ) 

Predictors	Minimum	Maximum	Median	Density
annual_mean_prec	−7.8	0.3	0.1
annual_mean_temp	−7.8	0.2	0.2
arable_land_percent	−4.5	0.6	0.3
aridity_index	−4.5	1.5	0.3
banyak_kejadian_banjir_2018_2019	−1.1	1.5	0.5
banyak_kejadian_banjir_bandang_2018_2019	−0.3	4.0	−0.3
banyak_kejadian_kebakaran_hutan_dan_lahan_2018_2019	−0.3	4.1	−0.3
banyak_kejadian_kekeringan_lahan_2018_2019	−0.4	3.3	−0.4
banyak_kejadian_tanah_longsor_2018_2019	−0.8	1.8	−0.8
buffer_to_500m_irigated_land	−0.7	2.1	−0.7
distance_to_burned_area	−2.5	3.6	−0.1
distance_to_commodity_processing_factory	−3.4	2.2	0.2
distance_to_deforestation	−2.4	2.2	0.0
distance_to_forest	−4.4	2.0	0.1
distance_to_plantation	−3.1	2.9	0.1
distance_to_plantation_concession	−4.4	0.6	0.3
distance_to_river	−1.9	4.6	−0.1
distance_to_road	−3.7	2.9	−0.1
erosion_risk_t_ha_1_yr_1	−8.3	1.1	0.2
indeks_bahaya_banjir	−2.0	1.2	0.3
indeks_bahaya_longsor	−1.5	1.1	0.4
jumlah_sistem_peringatan_dini_bencana_alam	−2.7	2.8	0.0
jumlah_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	−0.9	1.8	−0.9
korban_jiwa_banjir_2018_2019	−0.2	5.4	−0.2
korban_jiwa_banjir_bandang_2018_2019	−0.1	8.7	−0.1
korban_jiwa_kekeringan_lahan_2018_2019	−0.1	17.6	−0.1
korban_jiwa_tanah_longsor_2018_2019	−0.1	10.1	−0.1
percentage_deforestation_area_size	−0.9	2.6	−0.3
percentage_of_agricultural_area_small_holder_in_the_village	−3.2	1.0	0.3
percentage_of_forested_area_in_the_sub_district	−1.1	1.6	0.0
percentage_of_plantation_area_per_sub_district	−1.8	2.2	0.0
percentage_of_shrubland_in_the_sub_district	−0.2	6.6	−0.2
percentage_of_water_area_compared_to_sub_district_area	−0.2	11.6	−0.2
persentase_sistem_peringatan_dini_bencana_alam	−2.7	3.2	0.0
prec_change	−2.8	2.0	0.1
rasio_40pers_ekon_rendah_indv	−4.3	2.4	0.1
rasio_40pers_ekon_rendah_rt	−4.1	2.3	0.1
rasio_elektrifikasi	−8.7	0.5	0.4
rasio_embung_di_kecamatan	−1.2	1.4	0.6
rasio_faskes_1	−13.8	2.2	0.1
rasio_minimarket_swalayan	−1.4	0.9	0.6
rasio_pasar	−0.5	16.8	−0.1
rasio_pasar_desa_pasar_hewan_pelelangan_ikan_pelelangan_hasil_pertanian_dll	−0.8	1.6	−0.8
rasio_pt	−0.5	2.2	−0.5
rasio_rs	−0.5	2.4	−0.5
rasio_sekolah_tinggi_sma_sederajat	−2.0	2.8	−0.1
rasio_warga_penderita_gizi_buruk_marasmus_dan_kwashiorkor_pada_tahun_2018	−0.9	1.4	−0.9
temp_change	−7.8	0.4	0.1
total_kk_berdasarkan_pengguna_dan_non_pengguna_listrik	−2.9	2.9	0.1

Code

## Boxplot
# Histograms
# boxplot(df_pre_pca)

3.1 Density plots

4 PCA Analysis

Code

# Perform PCA
pca_result <- prcomp(df_pre_pca)

Code

# Assuming pca_result is your prcomp object
pca_summary <- summary(pca_result)$importance |> round(digits = 2)



# Convert to tibble and remove row names
pca_summary_tibble <- tibble::rownames_to_column(as.data.frame(pca_summary), var = "Components")

# Create gt table
pca_summary_tibble|>  
  gt()|>
  tab_header(
    title = "Principal Component Analysis Summary",
    subtitle = "Importance of components") |> 
    opt_align_table_header(align = "left")

Principal Component Analysis Summary
Importance of components
Components	PC1	PC2	PC3	PC4	PC5	PC6	PC7	PC8	PC9	PC10	PC11	PC12	PC13	PC14	PC15	PC16	PC17	PC18	PC19	PC20	PC21	PC22	PC23	PC24	PC25	PC26	PC27	PC28	PC29	PC30	PC31	PC32	PC33	PC34	PC35	PC36	PC37	PC38	PC39	PC40	PC41	PC42	PC43	PC44	PC45	PC46	PC47	PC48	PC49
Standard deviation	2.81	2.26	2.00	1.74	1.61	1.44	1.34	1.31	1.16	1.12	1.08	1.06	1.03	1.01	0.99	0.97	0.94	0.89	0.89	0.88	0.86	0.85	0.83	0.77	0.75	0.74	0.70	0.67	0.66	0.61	0.61	0.59	0.56	0.53	0.50	0.49	0.47	0.42	0.40	0.36	0.34	0.3	0.27	0.23	0.16	0.1	0.05	0.02	0
Proportion of Variance	0.16	0.10	0.08	0.06	0.05	0.04	0.04	0.04	0.03	0.03	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.00	0.00	0.00	0.00	0.00	0.00	0.0	0.00	0.00	0.00	0.0	0.00	0.00	0
Cumulative Proportion	0.16	0.27	0.35	0.41	0.46	0.51	0.54	0.58	0.61	0.63	0.65	0.68	0.70	0.72	0.74	0.76	0.78	0.79	0.81	0.83	0.84	0.86	0.87	0.88	0.89	0.91	0.92	0.93	0.93	0.94	0.95	0.96	0.96	0.97	0.97	0.98	0.98	0.99	0.99	0.99	0.99	1.0	1.00	1.00	1.00	1.0	1.00	1.00	1

5 Future Steps

5.1 Reducing Variables in PCA Analysis

By selecting variables based on the significance of loadings for the top principal components, we can focus on the ones that contribute most to the data’s variance. This reduction simplifies the analysis and emphasizes the most influential factors.

5.2 Understanding the Principal Components (PCs)

5.2.1 The Scree Plot

A scree plot visualizes the proportion of variance explained by each PC. The first few PCs are the main contributors, while the rest have minimal influence.

Code

# Visualize the PCA result using a scree plot to see the variance explained by each principal component
plot(pca_result, type = "l", main = "Scree Plot")

5.2.2 A Look at Loadings

Loadings in PCA reveal how original variables influence each Principal Component. High absolute values indicate strong influence, while the sign indicates the direction. Understanding these can uncover underlying themes, such as climate factors.

5.2.2.1 The importance of the factors for each principal component

Code

# Extract the loadings for the desired number of principal components
num_pc <- 5
loadings <- pca_result$rotation[, 1:num_pc]

# Function to plot ordered loadings
plot_ordered_loadings <- function(loadings, pc_num) {
  ordered_indices <- order(-abs(loadings[, pc_num]), decreasing = TRUE)
  
  # Determine the colours based on the sign of the values
  bar_colours <- ifelse(loadings[ordered_indices, pc_num] < 0, "red", "blue")
  
  barplot(abs(loadings[ordered_indices, pc_num]), horiz = TRUE,
          main = paste("Loadings for PC", pc_num),
          names.arg = rownames(loadings)[ordered_indices],
          las = 1, cex.names = 0.7, xlim = c(0, 0.5), col = bar_colours)
}

# Set up the plotting area with adjusted margins
par(mar = c(5, 25, 4, 2))

# Loop over each principal component and plot
for (i in 1:num_pc) {
  plot_ordered_loadings(loadings, i)
}

To identify the factors that are consistently least influential across the first three principal components, we can look at the absolute values of the loadings. Factors with small absolute loadings are less influential. Knowledge of the specific field aids in interpreting PCs. Principal Components can be complex and may resist straightforward interpretation.

5.3 Classifying Data with K-Means Clustering and Principal Components

5.3.1 Step 1: Selecting the Principal Components

Start by using the top five Principal Components from PCA, which capture the core variances and correlations in your data.

Code

# Extract the first five principal components
selected_components <- pca_result$x[, 1:5]

5.3.2 Step 2: Determine the Number of Clusters

Select the optimal number of clusters (k) using methods like the Elbow Method or Silhouette Analysis.

5.3.2.1 Elbow Method

The Elbow Method involves running k-means clustering for a range of \(k\) values and plotting the total within-cluster sum of squares. The “elbow” of the plot represents an optimal value for \(k\) (a balance between precision and computational cost).

Code

# Compute total within-cluster sum of squares for different k values
set.seed(45)
wss <- sapply(1:10, function(k) {
  kmeans(selected_components, centers = k)$tot.withinss
})

# Plot the total within-cluster sum of squares
plot(1:10, wss, type = "b", xlab = "Number of Clusters", ylab = "Total Within-Cluster Sum of Squares",
     main = "Elbow Method")

based on the numbers, you might consider the point where the decrease starts to slow down, which could be around \(k\)= 4 or \(k\)=5.

5.3.2.2 Silhouette Analysis

Silhouette Analysis measures how similar an object is to its own cluster compared to other clusters. The silhouette score ranges from -1 to 1, where a high value indicates that the object is well matched to its own cluster and poorly matched to neighboring clusters.

Code

library(cluster)

# Compute silhouette scores for different k values
set.seed(45)
silhouette_scores <- sapply(2:10, function(k) {
  cluster_result <- kmeans(selected_components, centers = k)
  silhouette_avg <- mean(silhouette(cluster_result$cluster, dist(selected_components))[, "sil_width"])
  silhouette_avg
})

# Plot the silhouette scores
plot(2:10, silhouette_scores, type = "b", xlab = "Number of Clusters", ylab = "Average Silhouette Width",
     main = "Silhouette Analysis")

The maximum silhouette score is 0.3428859, which corresponds to 5 clusters (since the first value represents \(k\)=2)

5.3.3 Step 3: Applying K-Means Algorithm

Utilize the k-means algorithm to divide the data into k clusters, focusing on the first three PCs. In R, this can be done with:

Code

# Choose the number of clusters
k <- 5

# Perform k-means clustering
set.seed(45)
kmeans_result <- kmeans(selected_components, centers = k)

5.3.4 Step 4: Interpret the Clusters

Investigate each cluster to understand the common traits within them. Interpretation requires a blend of data analysis and domain-specific knowledge.

Code

library(ggplot2)

# Create a data frame for plotting
plot_data <- data.frame(selected_components, cluster = as.factor(kmeans_result$cluster))

# Plot the first two principal components and color by cluster
ggplot(plot_data, aes(x = PC1, y = PC2, color = cluster)) +
  geom_point() +
  labs(title = "K-means Clustering on First Two Principal Components") +
  theme_minimal()

Code

# Plot the first two principal components and color by cluster
ggplot(plot_data, aes(x = PC1, y = PC3, color = cluster)) +
  geom_point() +
  labs(title = "K-means Clustering on First and Third Principal Components") +
  theme_minimal()

An interactive 3D scatter plot below shows the first three principal components, colored by cluster. We can rotate the plot to view it from different angles, and you can hover over the points to see additional information.

Code

# Load the plotly package
library(plotly)

Attaching package: 'plotly'

The following object is masked from 'package:ggplot2':

    last_plot

The following object is masked from 'package:stats':

    filter

The following object is masked from 'package:graphics':

    layout

Code

names_kab_kec<- scaled_df_complete_temp |> 
  select(c(nmkab, nmkec))

# Create a data frame for plotting
plot_data <- data.frame(selected_components, cluster = as.factor(kmeans_result$cluster)) |> bind_cols(names_kab_kec)

# Create the 3D scatter plot
plot_3d <- plot_ly(
  data = plot_data,
  x = ~ PC1,
  y = ~ PC2,
  z = ~ PC3,
  color = ~ cluster,
  type = "scatter3d",
  text = ~ paste("Kab./Kota:", nmkab, "<br>Kecamatan:", nmkec),
  mode = "markers"
) 
# Show the plot
plot_3d

6 Exploratory data analysis

6.1 Grids of box plots for each parameters

Code

pca_eda <- tibble(df_pre_pca, cluster = as.factor(kmeans_result$cluster))

library(ggplot2)
library(gridExtra)

Attaching package: 'gridExtra'

The following object is masked from 'package:dplyr':

    combine

Code

# Convert the data frame from a wide to a long format  
pca_eda_long <- pca_eda|> 
  tidyr::gather(key = "variable", value = "value", -cluster)

#Create a list of ggplot objects for each variable
plots <- lapply(unique(pca_eda_long$variable), function(var) {
  ggplot(pca_eda_long[pca_eda_long$variable == var,], aes(x = cluster, y = value)) +
    geom_boxplot() +
    labs(title = var, x = "Cluster", y = "Value") +
    theme_minimal()
})
grid_plot <- do.call(gridExtra::grid.arrange, c(plots, ncol = 5))

Code

ggsave("output/boxplots.png", grid_plot, width = 20, height = 15)
grid_plot

TableGrob (10 x 5) "arrange": 49 grobs
    z         cells    name           grob
1   1 ( 1- 1, 1- 1) arrange gtable[layout]
2   2 ( 1- 1, 2- 2) arrange gtable[layout]
3   3 ( 1- 1, 3- 3) arrange gtable[layout]
4   4 ( 1- 1, 4- 4) arrange gtable[layout]
5   5 ( 1- 1, 5- 5) arrange gtable[layout]
6   6 ( 2- 2, 1- 1) arrange gtable[layout]
7   7 ( 2- 2, 2- 2) arrange gtable[layout]
8   8 ( 2- 2, 3- 3) arrange gtable[layout]
9   9 ( 2- 2, 4- 4) arrange gtable[layout]
10 10 ( 2- 2, 5- 5) arrange gtable[layout]
11 11 ( 3- 3, 1- 1) arrange gtable[layout]
12 12 ( 3- 3, 2- 2) arrange gtable[layout]
13 13 ( 3- 3, 3- 3) arrange gtable[layout]
14 14 ( 3- 3, 4- 4) arrange gtable[layout]
15 15 ( 3- 3, 5- 5) arrange gtable[layout]
16 16 ( 4- 4, 1- 1) arrange gtable[layout]
17 17 ( 4- 4, 2- 2) arrange gtable[layout]
18 18 ( 4- 4, 3- 3) arrange gtable[layout]
19 19 ( 4- 4, 4- 4) arrange gtable[layout]
20 20 ( 4- 4, 5- 5) arrange gtable[layout]
21 21 ( 5- 5, 1- 1) arrange gtable[layout]
22 22 ( 5- 5, 2- 2) arrange gtable[layout]
23 23 ( 5- 5, 3- 3) arrange gtable[layout]
24 24 ( 5- 5, 4- 4) arrange gtable[layout]
25 25 ( 5- 5, 5- 5) arrange gtable[layout]
26 26 ( 6- 6, 1- 1) arrange gtable[layout]
27 27 ( 6- 6, 2- 2) arrange gtable[layout]
28 28 ( 6- 6, 3- 3) arrange gtable[layout]
29 29 ( 6- 6, 4- 4) arrange gtable[layout]
30 30 ( 6- 6, 5- 5) arrange gtable[layout]
31 31 ( 7- 7, 1- 1) arrange gtable[layout]
32 32 ( 7- 7, 2- 2) arrange gtable[layout]
33 33 ( 7- 7, 3- 3) arrange gtable[layout]
34 34 ( 7- 7, 4- 4) arrange gtable[layout]
35 35 ( 7- 7, 5- 5) arrange gtable[layout]
36 36 ( 8- 8, 1- 1) arrange gtable[layout]
37 37 ( 8- 8, 2- 2) arrange gtable[layout]
38 38 ( 8- 8, 3- 3) arrange gtable[layout]
39 39 ( 8- 8, 4- 4) arrange gtable[layout]
40 40 ( 8- 8, 5- 5) arrange gtable[layout]
41 41 ( 9- 9, 1- 1) arrange gtable[layout]
42 42 ( 9- 9, 2- 2) arrange gtable[layout]
43 43 ( 9- 9, 3- 3) arrange gtable[layout]
44 44 ( 9- 9, 4- 4) arrange gtable[layout]
45 45 ( 9- 9, 5- 5) arrange gtable[layout]
46 46 (10-10, 1- 1) arrange gtable[layout]
47 47 (10-10, 2- 2) arrange gtable[layout]
48 48 (10-10, 3- 3) arrange gtable[layout]
49 49 (10-10, 4- 4) arrange gtable[layout]

6.2 Visualise the clusters into a map

7 Read a map then attach

Code

library(terra)

terra 1.7.39

Attaching package: 'terra'

The following object is masked from 'package:knitr':

    spin

The following object is masked from 'package:naniar':

    shade

Code

library(sf)

Linking to GEOS 3.11.2, GDAL 3.6.2, PROJ 9.2.0; sf_use_s2() is TRUE

Code

# Read the shapefile
desa <- st_read("data/INDO_DESA_2019/INDO_DESA_2019.shp")

Reading layer `INDO_DESA_2019' from data source 
  `D:\OneDrive - CIFOR-ICRAF\Documents\GitHub\vulnerability-typology-map\data\INDO_DESA_2019\INDO_DESA_2019.shp' 
  using driver `ESRI Shapefile'
Simple feature collection with 84091 features and 12 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 95.00971 ymin: -11.00766 xmax: 141.02 ymax: 6.076809
Geodetic CRS:  WGS 84

Code

# Filter based on the 'kdprov' attribute
desa_sulsel <- desa |> filter(kdprov %in% 73)
desa_sulsel <- desa_sulsel |> dplyr::select(-c("kddesa", "iddesa"))
desa_sulsel_id_kec <- desa_sulsel |> select(nmkab,nmkec,kdprov,kdkab,kdkec) |> 
  mutate(idkec_dum = paste0(kdprov,kdkab,kdkec, "a") )
rm(desa)

# add the cluster attribute to the desa_sulsel object
cluster_data<- scaled_df_complete_temp |> select(-c(nmkab, nmkec ,nmprov ,  sumber, kdprov,kdkab,kdkec)) |> 
  dplyr::select(1:9) |> bind_cols(tibble (cluster = kmeans_result$cluster))

clusters_sulsel<- desa_sulsel_id_kec |> left_join(cluster_data, by = "idkec_dum")

# Write the sf object to a shapefile
st_write(clusters_sulsel, "output/tipologi_5_kelas.shp", append = TRUE)

Warning in abbreviate_shapefile_names(obj): Field names abbreviated for ESRI
Shapefile driver

Updating layer `tipologi_5_kelas' to data source `output/tipologi_5_kelas.shp' using driver `ESRI Shapefile'
Updating existing layer tipologi_5_kelas
Writing 3053 features with 15 fields and geometry type Multi Polygon.

Code

# # Plot the SpatVector object, using the 'cluster' attribute for the fill color
# plot(desa_sulsel, "cluster", col=c("#E69F00", "#CC79A7", "#009E73", "#F0E442", "#0072B2"), lwd=0.1) # Assuming we have 5 clusters

library(leaflet)
# Create a color palette for the 'cluster' variable
pal <- colorFactor(palette = "Set1", domain = clusters_sulsel$cluster)

# Constructing the label string first
clusters_sulsel$label_content <- with(clusters_sulsel, 
                                      paste0("<strong>Kabupaten:</strong> ", nmkab, "<br>",
                                             "<strong>Kecamatan:</strong> ", nmkec, "<br>",
                                             "<strong>Cluster:</strong> ", cluster)) |> lapply(htmltools::HTML)

# Check the first few rows to ensure the label is being constructed correctly
head(clusters_sulsel$label_content)

[[1]]
<strong>Kabupaten:</strong> KEPULAUAN SELAYAR<br><strong>Kecamatan:</strong> BONTOHARU<br><strong>Cluster:</strong> 1

[[2]]
<strong>Kabupaten:</strong> SOPPENG<br><strong>Kecamatan:</strong> MARIO RIWAWO<br><strong>Cluster:</strong> 3

[[3]]
<strong>Kabupaten:</strong> KEPULAUAN SELAYAR<br><strong>Kecamatan:</strong> BONTOMANAI<br><strong>Cluster:</strong> 1

[[4]]
<strong>Kabupaten:</strong> KEPULAUAN SELAYAR<br><strong>Kecamatan:</strong> BONTOMANAI<br><strong>Cluster:</strong> 1

[[5]]
<strong>Kabupaten:</strong> KEPULAUAN SELAYAR<br><strong>Kecamatan:</strong> BUKI<br><strong>Cluster:</strong> 1

[[6]]
<strong>Kabupaten:</strong> BULUKUMBA<br><strong>Kecamatan:</strong> GANTARANG<br><strong>Cluster:</strong> 3

Code

# Create the leaflet map with HTML-rendered labels
leaflet(clusters_sulsel) |> 
  addProviderTiles(providers$OpenStreetMap)|>
  addPolygons(
    fillColor = ~pal(cluster),
    weight = 0.5,
    opacity = 1,
    color = "white",
    dashArray = "3",
    fillOpacity = 0.7,
    highlight = highlightOptions(
      weight = 5,
      color = "#666",
      dashArray = "",
      fillOpacity = 0.7,
      bringToFront = TRUE
    ),
    label = ~label_content,
    labelOptions = labelOptions(
      noHide = FALSE,
      direction = 'auto'
    )
  )|>
  addLegend(pal = pal, values = ~cluster, title = "Cluster")

8 Warning

• Lack of Data Understanding: The analysis was conducted without in-depth knowledge of the data, so the results should be interpreted cautiously.